NC Bench
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Run: 2026-03-09-01KKABYVTQN6J00EEG8W6VRBCN
Run Details
Model:
GPT-5.4 (Reasoning, Low)
Test:
Bad Writing Habits
Scenario:
Romance: separated couple reunites
Duration:
1m 25s
Cost:
$0.058068
Provider:
OpenAI
Evaluation summary
Score
Evaluator
Details Link
100.00%
Adverbs in dialogue tags
(details)
95.67%
AI-ism adverb frequency
(details)
100.00%
AI-ism character names
(details)
100.00%
AI-ism location names
(details)
67.53%
AI-ism word frequency
(details)
100.00%
Cliché density
(details)
100.00%
Emotion telling (show vs. tell)
(details)
100.00%
Filter word density
(details)
100.00%
Gibberish response detection
(details)
100.00%
Markdown formatting overuse
(details)
100.00%
Missing dialogue indicators (quotation marks)
(details)
74.48%
Name drop frequency
(details)
100.00%
Narrator intent-glossing
(details)
100.00%
"Not X but Y" pattern overuse
(details)
100.00%
Overuse of "that" (subordinate clause padding)
(details)
100.00%
Paragraph length variance
(details)
100.00%
Passive voice overuse
(details)
100.00%
Past progressive (was/were + -ing) overuse
(details)
100.00%
Em-dash & semicolon overuse
(details)
100.00%
Purple prose (modifier overload)
(details)
100.00%
Repeated phrase echo
(details)
100.00%
Sentence length variance
(details)
54.71%
Sentence opener variety
(details)
100.00%
Adverb-first sentence starts
(details)
100.00%
Pronoun-first sentence starts
(details)
52.59%
Subject-first sentence starts
(details)
100.00%
Subordinate conjunction sentence starts
(details)
100.00%
Technical jargon density
(details)
100.00%
Useless dialogue additions
(details)
100.00%
Dialogue tag variety (said vs. fancy)
(details)
94.8329%
Overall
Model input
System
You are an expert and award-winning novel writer in the dark Romance genre. Your readers are hooked on your stories and can't wait to read the book you have in store. <important> - MUST: Start each chapter in medias res (in the middle of action). AVOID talking about the weather, time of day, the position of the sun, or other boring stuff. - The instructions/summary are just a that, a summary. Feel free to add details, stretch sections and add interesting transitions/descriptions/fillers. - When called for it, have fast-paced action, but otherwise take things slow. This is an experience, and not for people with short attention spans. Enjoy the wine, not slurp Red Bull. - Add descriptions when transitioning places/times/etc, or when coming by new places (e.g. a corner shop, a cafe, etc.). But remember: NOT at the start or end of a chapter. - MUST: AVOID ending in internal monologue, reminiscing or waiting for the next day. A good chapter end is when we're ending right when shit hits the fan. We want to have the reader be excited for what comes next. So no reminiscing, contemplating or summarizing the day. It's popcorn time! </important>
User/Human
Take into account the following glossary of characters/locations/items/lore... when writing your response: <codex> <character id="4412" name="Aurora Carter" aliases="Rory, Laila, Aurora, Carter, Malphora" pronouns="she/her" species="Human" storyRole="Protagonist"> <eyeColor>bright blue</eyeColor> <hair>straight shoulder-length black</hair> <height>5'6"</height> <age>25</age> <scar>small crescent-shaped scar on her left wrist from a childhood accident</scar> <description>Aurora, referred to by her friends as Rory, is cool-headed, intelligent, and known for quick out-of-the-box thinking.</description> <backstory>Born in Cardiff to an Irish barrister father (Brendan Carter) and Welsh teacher mother (Jennifer Carter née Ellis), Rory reluctantly pursued Pre-Law at Cardiff University. She fled to London at the behest of her childhood friend Eva after leaving an abusive ex named Evan. By day, Rory works part-time as a delivery person for Yu-Fei Cheung's Golden Empress restaurant. She lives in a flat above Silas' bar.</backstory> </character> <character id="4415" name="Lucien Moreau" aliases="Lucien, Luc, the Frenchman" pronouns="he/him" species="Half-Demon" storyRole="Ally"> <eyeColor>heterochromatic — one amber, one black</eyeColor> <hair>slicked-back platinum blond</hair> <height>5'11"</height> <age>32</age> <cane>ivory-handled cane that conceals a thin blade</cane> <dress>tailored charcoal suits</dress> <description>An impeccably dressed fixer and information broker in London's supernatural underworld. He speaks four languages fluently.</description> <backstory>Born in Marseille to a human mother and a demon father from the realm of Avaros.</backstory> </character> <location id="858" name="Eva's Flat" aliases="Eva's place, the flat on Brick Lane" realm="Earth"> <cat>tabby cat named Ptolemy</cat> <security>three deadbolts on the front door</security> <description>A cramped one-bedroom flat above a curry house on Brick Lane, East London. Every surface is covered with books, scrolls, and research notes.</description> </location> </codex> <proseGuidelines> <styleGuide> - Write in past tense and use British English spelling and grammar - Keep a Flesch reading ease score of 60 - Respect the the Royal Order of Adjectives: The order is: opinion, size, age, shape, color, origin, material, purpose, followed by the noun itself (e.g., "a lovely little old rectangular green French silver whittling knife") - Respect the ablaut reduplication rule (e.g. tick-tock, flip-flop) - Write in active voice - Passive voice: <bad>The book was read by Sarah.</bad> - Active voice: <good>Sarah read the book.</good> - Reduce the use of passive verbs - <bad>For a moment, I was tempted to throw in the towel.</bad> - <good>For a moment, I felt tempted to throw in the towel.</good> - Avoid misplaced modifiers that can cause confusion when starting with "-ing" words: - <bad>Considering going to the store, the empty fridge reflected in Betty's eyes.</bad> - <good>Betty stared into the empty fridge. It was time to go to the store.</good> - Avoid redundant adverbs that state the obvious meaning already contained in the verb: - <bad>She whispered quietly to her mom.</bad> - <good>She whispered to her mom.</good> - Use stronger, more descriptive verbs over weak ones: - <bad>Daniel drove quickly to his mother's house.</bad> - <good>Daniel raced to his mother's house.</good> - Omit adverbs that don't add solid meaning like "extremely", "definitely", "truly", "very", "really": - <bad>The movie was extremely boring.</bad> - <good>The movie was dull.</good> - Use adverbs to replace clunky phrasing when they increase clarity: - <bad>He threw the bags into the corner in a rough manner.</bad> - <good>He threw the bags into the corner roughly.</good> - Avoid making simple thoughts needlessly complex: - <bad>After I woke up in the morning the other day, I went downstairs, turned on the stove, and made myself a very good omelet.</bad> - <good>I cooked a delicious omelet for breakfast yesterday morning.</good> - Never backload sentences by putting the main idea at the end: - <bad>I decided not to wear too many layers because it's really hot outside.</bad> - <good>It's sweltering outside today, so I dressed light.</good> - Omit nonessential details that don't contribute to the core meaning: - <bad>It doesn't matter what kind of coffee I buy, where it's from, or if it's organic or not—I need to have cream because I really don't like how the bitterness makes me feel.</bad> - <good>I add cream to my coffee because the bitter taste makes me feel unwell.</good> - Always follow the "show, don't tell" principle. For instance: - Telling: <bad>Michael was terribly afraid of the dark.</bad> - Showing: <good>Michael tensed as his mother switched off the light and left the room.</good>- Telling: <bad>I walked through the forest. It was already Fall, and I was getting cold.</bad> - Showing: <good>Dry orange leaves crunched under my feet. I pulled my coat's collar up and rubbed my hands together.</good>- Add sensory details (sight, smell, taste, sound, touch) to support the "showing" (but keep an active voice) - <bad>The room was filled with the scent of copper.</bad> - <good>Copper stung my nostrils. Blood. Recent.</good> - Use descriptive language more sporadically. While vivid descriptions are engaging, human writers often use them in bursts rather than consistently throughout a piece. When adding them, make them count! Like when we transition from one location to the next, or someone is reminiscing their past, or explaining a concept/their dream... - Avoid adverbs and clichés and overused/commonly used phrases. Aim for fresh and original descriptions. - Avoid writing all sentences in the typical subject, verb, object structure. Mix short, punchy sentences with long, descriptive ones. Drop fill words to add variety. Like so: <good>Locked. Seems like someone doesn't want his secrets exposed. I can work with that.</good> - Convey events and story through dialogue. It is important to keep a unique voice for every character and make it consistent. - Write dialogue that reveals characters' personalities, motivations, emotions, and attitudes in an interesting and compelling manner - Leave dialogue unattributed. If needed, only use "he/she said" dialogue tags and convey people's actions or face expressions through their speech. Dialogue always is standalone, never part of a paragraph. Like so: - <bad>"I don't know," Helena said nonchalantly, shrugging her shoulders</bad> - <good>"No idea" "Why not? It was your responsibility"</good> - Avoid boring and mushy dialog and descriptions, have dialogue always continue the action, never stall or include unnecessary fluff. Vary the descriptions to not repeat yourself. Avoid conversations that are just "Let's go" "yes, let's" or "Are you ready?" "Yes I'm ready". Those are not interesting. Think hard about every situtation and word of text before writing dialogue. If it doesn't serve a purpose and it's just people talking about their day, leave it. No one wants to have a normal dinner scene, something needs to happen for it to be in the story. Words are expensive to print, so make sure they count! - Put dialogue on its own paragraph to separate scene and action. - Use body language to reveal hidden feelings and implied accusations- Imply feelings and thoughts, never state them directly - NEVER use indicators of uncertainty like "trying" or "maybe" - NEVER use em-dashes, use commas for asides instead </styleGuide> <voiceGuide> Each character in the story needs to have distinct speech patterns: - Word choice preferences - Sentence length tendencies - Cultural/educational influences - Verbal tics and catchphrases Learn how each person talks and continue in their style, and use their Codex entries as reference. <examples> - <bad>"We need to go now." "Yes, we should leave." "I agree."</bad> <good>"Time's up." "Indeed, our departure is rather overdue." "Whatever, let's bounce."</good> - Power Dynamic Example: <bad> "We need to discuss the contract." "Yes, let's talk about it." "I have concerns." </bad> <good> "A word about the contract." "Of course, Mr. Blackwood. Whatever you need." "The terms seem..." A manicured nail tapped the desk. "Inadequate." "I can explain every-" "Can you?" </good> </examples> </voiceGuide> <dialogueFlow> When writing dialogue, consider that it usually has a goal in mind, which gives it a certain flow. Make dialogue sections also quite snappy in the back and forth, and don't spread the lines out as much. It's good to have details before, after, or as a chunk in-between, but we don't want to have a trail of "dialogue breadcrumbs" spread throughout a conversation. <examples> - Pattern 1 - Question/Deflection/Revelation: <good> "Where were you last night?" "Work. The usual." "Lipstick's an interesting shade for spreadsheets." </good> - Pattern 2 - Statement/Contradiction/Escalation: <good> "Your brother's clean." "Tommy doesn't touch drugs." "I'm holding his tox screen." </good> - Pattern 3 - Observation/Denial/Truth: <good> "That's a new watch." "Birthday gift." "We both know what birthdays mean in this business." </good> - Example - A Simple Coffee Order: <bad> "I'll have a coffee." "What size?" "Large, please." </bad> <good> "Black coffee.""Size?""Large. Been a long night." "That bodega shooting?" "You watch too much news." "My brother owns that store." </good> This short exchange: - Advances plot (reveals connection to crime) - Shows character (cop working late) - Creates tension (unexpected connection) - Sets up future conflict (personal stake) - Example - Dinner Scene: <bad> "Pass the salt." "Here you go." "Thanks." </bad> <good> "Salt?" "Perfect as is. Mother's recipe." "Mother always did prefer... bland things." "Unlike your first wife?" </good> - Example - Office Small Talk: <bad> "Nice weather today." "Yes, very nice." "Good for golf." </bad> <good> "Perfect golf weather." "Shame about your membership." "Temporary suspension. Board meets next week." "I know. I called the vote." </good> </examples> </dialogueFlow> <subtextGuide> - Layer dialogue with hidden meaning: <bad>"I hate you!" she yelled angrily.</bad> <good>"I made your favorite dinner." The burnt pot sat accusingly on the stove.</good> - Create tension through indirect communication: <bad>"Are you cheating on me?"</bad> <good>"Late meeting again?" The lipstick stain on his collar caught the light.</good> <examples> - Example 1 - Unspoken Betrayal: <bad> "Did you tell them about our plans?" "No, I would never betray you." "I don't believe you." </bad> <good> "Funny. Johnson mentioned our expansion plans today." "The market's full of rumors." "Mentioned the exact numbers, actually." The pen in his hand snapped. </good> - Example 2 - Failed Marriage: <bad> "You're never home anymore." "I have to work late." "I miss you." </bad> <good> "Your dinner's in the microwave. Again." "Meetings ran long." "They always do." She folded the same shirt for the third time. </good> - Example 3 - Power Struggle: <bad> "You can't fire me." "I'm the boss." "I'll fight this." </bad> <good> "That's my father's nameplate you're sitting behind." "Was." "The board meeting's on Thursday." </good> </examples> </subtextGuide> <sceneDetail> While writing dialogue makes things more fun, sometimes we need to add detail to not have it be a full on theatre piece. <examples> - Example A (Power Dynamic Scene) <good> "Where's my money?" The ledger snapped shut. "I need more time." "Interesting." He pulled out a familiar gold pocket watch. My mother's. "Time is exactly what you bargained with last month." "That was different-" "Was it?" The watch dangled between us. "Four generations of O'Reillys have wound this every night. Your mother. Your grandmother. Your great-grandmother.Shall we see who winds it next?" </good> - Example B (Action Chase) It's much better to be in the head of the character experiencing it, showing a bit of their though-process, mannerisms and personality: <good> Three rules for surviving a goblin chase in Covent Garden: Don't run straight. Don't look back. Don't let them herd you underground. I broke the first rule at Drury Lane. Rookie mistake. The fruit cart I dodged sailed into the wall behind me. Glass shattered. Someone screamed about insurance. *Tourist season's getting rough*, the scream seemed to say. Londoners adapt fast. "Oi! Market's closed!" The goblin's accent was pure East End. They're evolving. Learning. I spotted the Warren Street tube station sign ahead. *Shit.* There went rule three. </good> - Example C (Crime Scene Investigation) <good> "Greek." Davies snapped photos of the symbols. "No, wait. Reverse Greek." "Someone's been watching too many horror films." I picked up a receipt from the floor. Occult supply shop in Camden. Paid by credit card. *Amateur hour*. "Could be dangerous though," Davies said. "Remember Bristol?" "Bristol was Sanskrit. And actual cultists." I pointed to the nearest symbol. "This genius wrote 'darkness' backwards but used a Sigma instead of an S. It's summoning Instagram followers at best." "Speaking of followers..." Davies pointed to heavy foot traffic in the dust. Multiple sets. All new trainers. *Ah.* "Anyone check local uni paranormal societies?" </good> - Example D (Dialogue-heavy) <good> "Found your card in her wallet." The detective slid it across the table. Worn edges. Folded corner. Three years old at least. "Standard practice. I work missing persons." "Funny thing about missing persons.Eventually they stop being missing. Turn up in the Thames. Under motorways. In pieces." "I don't-" "You found four last year. All breathing." She opened a file. "This would've been your first dead one. If we hadn't found her first." The card felt heavier somehow. </good> </examples> </sceneDetail> <sceneOpenings> KEY RULE: Never open with more than one paragraph of description, no matter how beautiful. Description should be earned through action and dialogue. Instead of opening with setting description, open with: - A character doing something specific - A line of dialogue that raises questions - An unexpected observation - A moment of tension or conflict - Start with a hook that's 1-2 sentences maximum - Follow with a smaller paragraph that provides immediate context - Vary paragraph size from the start to create visual interest </sceneOpenings> </proseGuidelines> Write a chapter based on the following instructions: <instructions> Write a fully fleshed out scene of at least 1000 words in the romance genre. Two people who parted on complicated terms are forced together again when one shows up unannounced at the other's flat. There's history between them — attraction, hurt, and things left unsaid. Write the scene from the moment the door opens. Use the codex entries above as your world reference for characters and setting. Only include the prose of the scene without any markdown or commentary. </instructions>
Model response
Messages
Meta
AI
The third deadbolt scraped back, the door swung inward, and Lucien Moreau filled the frame as if he had always owned it.
Aurora's grip tightened on the
chain she had not yet unhooked. For one hard beat, all she saw was the clean line of his charcoal coat, the ivory handle of his cane, the pale slash of his hair against the dim stairwell.
Then the rest of him
arrived.
Blood soaked the cuff of
his left sleeve. Fresh. Black in the hall light. "No."
She started to shut the
door.
Lucien caught it with the
ferrule of his cane.
The wood thudded into the
gap.
His black eye fixed on
her; the amber one burned. "You still open with such
warmth
, chérie." "Take your pet names and bleed somewhere else."
He leaned one shoulder against
the frame, graceful even half broken.
That infuriating grace had not
faded.
It made his ruin look
staged. Aurora knew better. Copper stung the air. Under it sat his usual scent, bergamot and smoke, now laked with something sharper, almost singed. "Lovely to see you too," he said. "Are you going to let me collapse with dignity, or must I do it in the corridor and upset the neighbours?" "You can do it in Paris." "Tempting. I fear I would stain the carpet first."
Ptolemy slid between Aurora's ankles
and hissed at the stranger.
The tabby had always disliked
Lucien. Animals had taste.
Aurora kept the chain in
place. "I told you not to come here again." "And I listened," he said. "For six months, in fact. A heroic effort on my part."
His mouth curved, but his
face had gone too pale beneath olive skin. Sweat glimmered at his hairline.
That did not fit the
performance. She looked lower.
His hand braced on the
doorframe. A tremor ran through it, small and fast. A memory cut in with no invitation, that same hand spanning the back of her neck in a candlelit room above Silas' bar, his breath warm at her ear, his voice turning her name into a threat and a promise.
Then another memory, colder, his
empty chair at the rendezvous in Whitechapel, the trap she had walked into alone, the knife at her ribs, the message he had sent two hours later, Regrettable timing. Aurora slid the chain free with a vicious jerk. "If you drip on Eva's floor, you clean it." "Still practical. I missed that." She stepped back. Lucien entered with his usual neat economy, then clipped the hall table with his hip and nearly went down. Aurora caught his good arm before common sense could stop her. Heat struck through his coat. Too much of it. "You're feverish." "A flattering accusation from you." "Shut up."
She kicked the door shut
and rammed all three deadbolts home. The flat swallowed them at once, all cramped corners and teetering piles. Books climbed every wall. Scroll tubes lay under a chair. Loose notes covered the little table by the sofa, Eva's ugly, urgent hand battling with Aurora's cleaner script. Cardamom from the curry house below mixed with dust, old paper, and blood. Ptolemy stalked after them with his tail puffed to twice its size. Lucien set his cane against the wall and unbuttoned his coat with one hand.
Even injured, he moved like
a man undressing for sin instead of surgery. Aurora hated him for that too. "Sit." "That lacked a please."
She shoved him down onto
Eva's faded green sofa.
He hissed when the cushions
took his
weight
. Good. Pain made him honest. Aurora yanked open the cabinet by the sink and grabbed the first aid tin. The metal box rattled in her hands. Anger did that. Not the sight of him, not the old pull low in her
stomach
, not the sheer gall of his face in her doorway after months of
silence
. Anger.
She came back and dropped
the tin on the coffee table with a crack. "Coat off."
He studied her a shade
too long. "You used to say that with more enthusiasm." "You used to keep appointments." His jaw tightened. There it was, at last, a seam in the
silk
. Aurora crouched and reached for his sleeve. Lucien caught her wrist, fingers closing around the old crescent scar without covering it.
He had always noticed details
other people missed. The touch lit a path up her arm. "Before you scold me into the
grave
,"
he said softly
, "check the wound. Then decide whether to throw me out."
She pulled free and slit
his sleeve open with the little scissors from the tin. The shirt beneath stuck to him. She peeled it back. The wound sat high in his upper arm, a narrow puncture, edges dark and ugly. The skin around it had spidered with black veins. Aurora went still. "That's not a knife." "No." "What did this?" "A collector with dreadful manners." She glanced up. "What did this, Lucien?" "A blessed iron thorn." Her
stomach
dropped. "Who carries blessed iron in London?" "The sort of people who had my address before dinner." He held her gaze, not smiling now. Not charming.
Not anything but dangerous
and tired. Aurora swore under her breath and reached for antiseptic. "This will hurt." "By all means, punish me." She poured. He did not flinch at first.
Then his fingers crushed the
sofa arm hard enough to creak the wood. A line cut between his brows. Aurora cleaned the wound with brisk hands and no mercy. Black residue stained the gauze. The smell changed, bitter as burnt cloves. "You need a proper physician." "I need not to be found in a proper physician's ledger." "Then one of your underworld saints." "They've been bought, threatened, or are already dead." She tied off fresh bandaging around his arm, snug enough to force a low curse from him in French. "There. Comfort was never part of the package." He looked down at her hands. "No. Honesty was. One of your more lethal qualities." She sat back on her heels. "Don't." "Use your name?" "Act like we had a misunderstanding." His eyes lifted. Heterochromatic, impossible,
unreadable
to anyone who did not know the difference between his masks. Aurora knew. That was the problem. Lucien rested his forearms on his knees. "You prefer plain speech. Fine. I left you exposed. You nearly died. You have every right to hate me." The words landed harder for their neatness. She snapped the tin shut. "I didn't nearly die because of bad luck. I nearly died because you promised you would be there." "I know." "No, you don't get to say it like that and make it tidy." She rose too fast. The room swayed once, fuelled by old fury, by the cheap tea she had skipped, by the fact that he sat in Eva's flat bleeding onto borrowed cushions and still
managed to
sound civilised. "You sent me into a room full of Red Court smugglers with a phone number and a smile. They knew my name. They knew where I worked. One of them knew Cardiff. Do you understand that? They knew Cardiff." His face changed then, a real shift, quiet and violent. "Who." "You don't get who." "Rory." The nickname came out low, stripped of polish. It hit the centre of her like a knuckle on glass. "Don't call me that." "Who knew Cardiff?" She folded the bloodied gauze into itself and threw it back into the tin. "A man with a scar on his chin and a ring shaped like a wolf's head. He said your message had cost him money. Then he said Evan sends his regards." Lucien went motionless.
Even Ptolemy, midway through leaping
onto a stack of journals, paused and flattened himself back down. Aurora watched the information strike and settle. Lucien breathed in through his nose, once. When he spoke, each word looked chosen for damage control and murder both. "Why didn't you tell me that name before?" She laughed without humour. "You vanished." "I sent men to watch your building." "I noticed. The one with the broken nose smoked clove cigarettes and flirted with the downstairs waitress. Not subtle." "They were there to keep you alive." "You could have done that by showing up." He stood. The movement came too fast for his injury. Blood seeped through the fresh bandage at once. Aurora
hated that she
reached for him again. "Sit down before you rip it open." He caught her waist instead, one hand broad and hot against the small of her back. The room shrank to that contact. To his breath.
To the old pull that
had never respected logic. "I didn't vanish for pleasure," he said. She set her palm against his chest and pushed. He did not move. "Get your hands off me." "When I failed to reach Whitechapel, I was in the back of a van with silver in my lungs and a sigil burned into my spine. They took three days to pry me apart. By the time I got free, the smugglers had scattered and you had changed flats." "Poor timing again?" "No." His thumb pressed once, almost absent, through the thin knit of her top. "Calculated punishment. For me. You were collateral, and I misjudged the appetite of my enemies." Aurora looked at the hand on her body, then at his face. "You always have an answer." "I have the truth." "Convenient." "Ugly. There is a difference." He eased his grip and stepped back first. The fact that he did it, that he gave her the space instead of taking it, angered her more than the touch. It gave his words
weight
. She crossed to the tiny sink and scrubbed her hands. Pink water swirled away. Behind her, Lucien lowered himself back onto the sofa with less elegance than before. Good. Let him earn every inch of discomfort. "You could have sent more than watchers," she said. "I sent letters." She spun. "What letters?" "Three to Eva's address. One to Silas. One to the restaurant under your alias, Laila." "I got none of them." His mouth flattened. "Of course not." Aurora dried her hands on a tea towel and stared at the flat's cluttered little kingdom as if one of the heaps of paper might confess. Eva kept everything. Notes from dodgy sources, old receipts, coffee-stained maps, every scrap that might matter one day. Missing five letters in this place took effort. "Eva would never hide them." "I didn't accuse your friend." "You implied." "I reserve
implication
for people worth offending." Despite herself, Aurora snorted. It escaped sharp and short. Lucien's amber eye warmed by a degree. There was the danger with him.
Even in a room full
of old wounds, he could still draw one unwilling sound from her and make it
feel
intimate. Ptolemy sprang onto the sofa back and batted at Lucien's hair. "Your beast remains discerning." "He remembers you." "So do you." Silence pressed between them, thick with things they had never named because naming made them solid. The first time he had kissed her, he had tasted of red wine and spite. The last time, in the alley behind Golden Empress, she had bitten his lower lip hard enough to draw blood because he had laughed after telling her to stay out of underworld business. He had looked at the blood on his thumb and said, If you insist on marking me, do it somewhere less public. She had hated the heat that answer had sent through her.
Now he sat in Eva's
clutter, half poisoned, looking at her as if that alley had only ended a minute ago. Aurora broke first because she was the one with sense left. "Who wants you dead badly enough to use blessed iron?" Lucien reached inside his coat
slowly
and drew out a slim black envelope. No seal. No writing on the outside. He placed it on the table between the first aid tin and a stack of occult journals. "They didn't come to kill me. Not at first. They came for this." "Then why bring it here?" "Because I opened it." "That usually helps with letters." He did not smile. "Inside was a list of names, addresses, and purchase routes. Human women moved through London to places they do not return from. One name was
familiar
." A hard knot tightened in Aurora's chest. "Whose." He looked straight at her. "Evan's." The room
seemed to
tilt. Brick Lane noise rose from below, pans clanging, a laugh from the street, a scooter rattling past, all of it absurdly normal. Aurora picked up the envelope. Thick paper. Expensive. A smear of drying blood on one edge. "You're saying my ex is in a trafficking ledger." "I'm saying your ex appears beside four shell companies, two safe houses, and one auction date." Her fingers dug into the paper. "Auction." "Yes." She looked for a joke in his face and found none. "Why me?" Lucien's good hand curled around the ivory cane. "Because your name was on the second page." The flat went silent in the worst way. Not calm. Hollow. Predatory. Aurora opened the envelope. A folded sheet slid out. Columns of neat type. Codes, addresses, dates. Then halfway down the page, there it was. Carter, Aurora. Alias: Laila. Status: reacquire. A crash exploded from the front door. The top deadbolt buckled. Ptolemy bolted under the table. Eva's books shuddered on their shelves. Someone hit the door again, hard enough to split the frame. Lucien came off the sofa with blade in hand, the thin sword whispering free from the cane. "Behind me." The third strike punched the chain plate clean through the wood. Splinters sprayed across the floor. A voice from the corridor carried through the
fractured
gap, male, amused, and horribly
familiar
. "Rory," it called. "Open up. We need to talk."
created_at
"2026-03-09T22:37:21.643Z"
3/9/2026, 10:37:21 PM
model
"openai/gpt-5.4-20260305"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
5793
moderation_latency
(null)
generation_time
85007
tokens_prompt
4556
tokens_completion
3503
native_tokens_prompt
4075
native_tokens_completion
3192
native_tokens_completion_images
0
native_tokens_reasoning
212
native_tokens_cached
0
num_media_prompt
(null)
num_input_audio_prompt
(null)
num_media_completion
0
num_search_results
(null)
origin
"https://ncbench.com/"
is_byok
false
finish_reason
"stop"
native_finish_reason
"completed"
usage
0.0580675
router
(null)
provider_responses
0
endpoint_id
"9ff5625c-403f-4d7f-b895-58ac7295062c"
id
"resp_022e008058d9490f0169af4ba1bab08190ac1395d0e3d108f2"
is_byok
false
latency
243
model_permaslug
"openai/gpt-5.4-20260305"
provider_name
"OpenAI"
status
200
user_agent
"langchainjs-openai/1.0.0 ((node/v24.14.0; linux; x64))"
http_referer
(null)
api_type
"completions"
id
"gen-1773095841-e3RinuwJ6VU6d4Diu3Ba"
upstream_id
"resp_022e008058d9490f0169af4ba1bab08190ac1395d0e3d108f2"
total_cost
0.0580675
cache_discount
(null)
upstream_inference_cost
0
provider_name
"OpenAI"
Evaluation details
Result
Evaluator
Details
Meta Data
100.00%
Adverbs in dialogue tags
Target: ≤10% dialogue tags with adverbs
totalTags
8
adverbTagCount
2
adverbTags
0
"he said softly [softly]"
1
"His thumb pressed once [once]"
dialogueSentences
98
tagDensity
0.082
leniency
0.163
rawRatio
0.25
effectiveRatio
0.041
95.67%
AI-ism adverb frequency
Target: <2% AI-ism adverbs (58 tracked)
wordCount
2310
totalAiIsmAdverbs
2
found
0
adverb
"softly"
count
1
1
adverb
"slowly"
count
1
highlights
0
"softly"
1
"slowly"
100.00%
AI-ism character names
Target: 0 AI-default names (17 tracked, −20% each)
codexExemptions
(empty)
found
(empty)
100.00%
AI-ism location names
Target: 0 AI-default location names (33 tracked, −20% each)
codexExemptions
(empty)
found
(empty)
67.53%
AI-ism word frequency
Target: <2% AI-ism words (290 tracked)
wordCount
2310
totalAiIsms
15
found
0
word
"warmth"
count
1
1
word
"weight"
count
2
2
word
"stomach"
count
2
3
word
"silence"
count
2
4
word
"silk"
count
1
5
word
"grave"
count
1
6
word
"unreadable"
count
1
7
word
"calculated"
count
1
8
word
"implication"
count
1
9
word
"familiar"
count
2
10
word
"fractured"
count
1
highlights
0
"warmth"
1
"weight"
2
"stomach"
3
"silence"
4
"silk"
5
"grave"
6
"unreadable"
7
"calculated"
8
"implication"
9
"familiar"
10
"fractured"
100.00%
Cliché density
Target: ≤1 cliche(s) per 800-word window
totalCliches
1
maxInWindow
1
found
0
label
"stomach dropped/sank"
count
1
highlights
0
"stomach dropped"
100.00%
Emotion telling (show vs. tell)
Target: ≤3% sentences with emotion telling
emotionTells
0
narrationSentences
185
matches
(empty)
100.00%
Filter word density
Target: ≤3% sentences with filter/hedge words
filterCount
2
hedgeCount
3
narrationSentences
185
filterMatches
0
"look"
1
"feel"
hedgeMatches
0
"started to"
1
"managed to"
2
"seemed to"
100.00%
Gibberish response detection
Target: ≤1% gibberish-like sentences (hard fail if a sentence exceeds 800 words)
analyzedSentences
276
gibberishSentences
0
adjustedGibberishSentences
0
longSentenceCount
0
runOnParagraphCount
0
giantParagraphCount
0
wordSaladCount
0
repetitionLoopCount
0
controlTokenCount
0
maxSentenceWordsSeen
49
ratio
0
matches
(empty)
100.00%
Markdown formatting overuse
Target: ≤5% words in markdown formatting
markdownSpans
0
markdownWords
0
totalWords
2310
ratio
0
matches
(empty)
100.00%
Missing dialogue indicators (quotation marks)
Target: ≤10% speech attributions without quotation marks
totalAttributions
18
unquotedAttributions
0
matches
(empty)
74.48%
Name drop frequency
Target: ≤1.0 per-name mentions per 100 words
totalMentions
58
wordCount
1589
uniqueNames
12
maxNameDensity
1.51
worstName
"Aurora"
maxWindowNameDensity
2.5
worstWindowName
"Aurora"
discoveredNames
Lucien
15
Moreau
1
Ptolemy
5
Aurora
24
Whitechapel
1
Regrettable
1
Eva
6
French
1
Golden
1
Empress
1
Lane
1
Laila
1
persons
0
"Lucien"
1
"Moreau"
2
"Ptolemy"
3
"Aurora"
4
"Eva"
5
"Laila"
places
0
"Whitechapel"
1
"French"
2
"Lane"
globalScore
0.745
windowScore
0.833
100.00%
Narrator intent-glossing
Target: ≤2% narration sentences with intent-glossing patterns
analyzedSentences
117
glossingSentenceCount
0
matches
(empty)
100.00%
"Not X but Y" pattern overuse
Target: ≤1 "not X but Y" per 1000 words
totalMatches
1
per1kWords
0.433
wordCount
2310
matches
0
"Not anything but dangerous"
100.00%
Overuse of "that" (subordinate clause padding)
Target: ≤2% sentences with "that" clauses
thatCount
1
totalSentences
276
matches
0
"hated that she"
100.00%
Paragraph length variance
Target: CV ≥0.5 for paragraph word counts
totalParagraphs
157
mean
14.71
std
15.92
cv
1.082
sampleLengths
0
22
1
62
2
1
3
6
4
25
5
7
6
8
7
46
8
28
9
6
10
9
11
19
12
6
13
8
14
16
15
41
16
74
17
9
18
9
19
5
20
42
21
2
22
5
23
2
24
64
25
12
26
33
27
1
28
4
29
22
30
52
31
14
32
2
33
7
34
8
35
5
36
13
37
37
38
20
39
49
40
3
41
4
42
1
43
3
44
5
45
3
46
4
47
4
48
9
49
10
100.00%
Passive voice overuse
Target: ≤2% passive sentences
passiveCount
0
totalSentences
185
matches
(empty)
100.00%
Past progressive (was/were + -ing) overuse
Target: ≤2% past progressive verbs
pastProgressiveCount
0
totalVerbs
264
matches
(empty)
100.00%
Em-dash & semicolon overuse
Target: ≤2% sentences with em-dashes/semicolons
emDashCount
0
semicolonCount
1
flaggedSentences
1
totalSentences
276
ratio
0.004
matches
0
"His black eye fixed on her; the amber one burned."
100.00%
Purple prose (modifier overload)
Target: <4% adverbs, <2% -ly adverbs, no adj stacking
wordCount
709
adjectiveStacks
0
stackExamples
(empty)
adverbCount
27
adverbRatio
0.0380818053596615
lyAdverbCount
5
lyAdverbRatio
0.007052186177715092
100.00%
Repeated phrase echo
Target: ≤20% sentences with echoes (window: 2)
totalSentences
276
echoCount
0
echoWords
(empty)
100.00%
Sentence length variance
Target: CV ≥0.4 for sentence word counts
totalSentences
276
mean
8.37
std
7.21
cv
0.861
sampleLengths
0
22
1
11
2
31
3
6
4
8
5
1
6
5
7
1
8
6
9
9
10
6
11
10
12
7
13
8
14
11
15
6
16
6
17
3
18
4
19
16
20
7
21
21
22
6
23
9
24
10
25
6
26
3
27
6
28
8
29
5
30
11
31
13
32
5
33
6
34
3
35
6
36
8
37
40
38
34
39
9
40
9
41
5
42
3
43
19
44
11
45
5
46
4
47
2
48
5
49
2
54.71%
Sentence opener variety
Target: ≥60% unique sentence openers
consecutiveRepeats
9
diversityRatio
0.34782608695652173
totalSentences
276
uniqueOpeners
96
100.00%
Adverb-first sentence starts
Target: ≥3% sentences starting with an adverb
adverbCount
6
totalSentences
162
matches
0
"Then the rest of him"
1
"Then another memory, colder, his"
2
"Too much of it."
3
"Even injured, he moved like"
4
"Then his fingers crushed the"
5
"Then halfway down the page,"
ratio
0.037
100.00%
Pronoun-first sentence starts
Target: ≤30% sentences starting with a pronoun
pronounCount
48
totalSentences
162
matches
0
"She started to shut the"
1
"His black eye fixed on"
2
"He leaned one shoulder against"
3
"It made his ruin look"
4
"His mouth curved, but his"
5
"She looked lower."
6
"His hand braced on the"
7
"She stepped back."
8
"She kicked the door shut"
9
"She shoved him down onto"
10
"He hissed when the cushions"
11
"She came back and dropped"
12
"He studied her a shade"
13
"His jaw tightened."
14
"He had always noticed details"
15
"he said softly"
16
"She pulled free and slit"
17
"She peeled it back."
18
"She glanced up."
19
"Her stomach dropped."
ratio
0.296
52.59%
Subject-first sentence starts
Target: ≤72% sentences starting with a subject
subjectCount
132
totalSentences
162
matches
0
"The third deadbolt scraped back,"
1
"Aurora's grip tightened on the"
2
"Blood soaked the cuff of"
3
"She started to shut the"
4
"Lucien caught it with the"
5
"The wood thudded into the"
6
"His black eye fixed on"
7
"He leaned one shoulder against"
8
"That infuriating grace had not"
9
"It made his ruin look"
10
"Aurora knew better."
11
"Copper stung the air."
12
"Ptolemy slid between Aurora's ankles"
13
"The tabby had always disliked"
14
"Animals had taste."
15
"Aurora kept the chain in"
16
"His mouth curved, but his"
17
"Sweat glimmered at his hairline."
18
"That did not fit the"
19
"She looked lower."
ratio
0.815
100.00%
Subordinate conjunction sentence starts
Target: ≥2% sentences starting with a subordinating conjunction
subConjCount
5
totalSentences
162
matches
0
"Even Ptolemy, midway through leaping"
1
"To his breath."
2
"To the old pull that"
3
"Even in a room full"
4
"Now he sat in Eva's"
ratio
0.031
100.00%
Technical jargon density
Target: ≤6% sentences with technical-jargon patterns
analyzedSentences
59
technicalSentenceCount
2
matches
0
"Heterochromatic, impossible, unreadable to anyone who did not know the difference between his masks."
1
"Notes from dodgy sources, old receipts, coffee-stained maps, every scrap that might matter one day."
100.00%
Useless dialogue additions
Target: ≤5% dialogue tags with trailing filler fragments
totalTags
8
uselessAdditionCount
0
matches
(empty)
100.00%
Dialogue tag variety (said vs. fancy)
Target: ≤10% fancy dialogue tags
totalTags
7
fancyCount
1
fancyTags
0
"His thumb pressed once (press)"
dialogueSentences
98
tagDensity
0.071
leniency
0.143
rawRatio
0.143
effectiveRatio
0.02
94.8329%