NC Bench
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Run: 2026-03-09-01KKAC5X03N4TMSMFDMSDJ6Y7E
Run Details
Model:
GPT-5.4 (Reasoning, Low)
Test:
Bad Writing Habits
Scenario:
Romance: separated couple reunites
Duration:
1m 10s
Cost:
$0.053777
Provider:
OpenAI
Evaluation summary
Score
Evaluator
Details Link
100.00%
Adverbs in dialogue tags
(details)
95.19%
AI-ism adverb frequency
(details)
100.00%
AI-ism character names
(details)
100.00%
AI-ism location names
(details)
78.37%
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)
90.79%
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)
94.00%
Purple prose (modifier overload)
(details)
100.00%
Repeated phrase echo
(details)
100.00%
Sentence length variance
(details)
55.33%
Sentence opener variety
(details)
100.00%
Adverb-first sentence starts
(details)
71.75%
Pronoun-first sentence starts
(details)
57.90%
Subject-first sentence starts
(details)
34.97%
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)
92.6099%
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 first deadbolt slid back, and Aurora stopped with her hand on the second.
Lucien Moreau stood on the
landing as if he owned the whole rotten stairwell, not just the square of shadow outside Eva’s door.
His charcoal suit sat on
him like a threat dressed for dinner. One gloved hand rested over the ivory head of his cane.
The other held nothing, which
she disliked at once. Lucien always arrived carrying leverage. He looked at her face, then at the chain still fixed across the door. “Enchanting,” he said. “You used to open faster.” “You used to send warning before you appeared where I sleep.”
His mismatched eyes sharpened, amber
and black catching on the crack of light from the flat. “Are you inviting me in, Rory, or shall we perform this little domestic quarrel for the curry house downstairs?” Oil, cumin, old plaster.
Brick Lane pressed in through
the doorframe.
Somewhere below, a pan hit
a hob and a man swore in Bengali.
Ptolemy, Eva’s tabby, wound round
Aurora’s bare ankle, tail high, then froze and let out a low, offended growl. Sensible cat.
Aurora kept one hand on
the door. “Why are you here?” “I need to come in.” “That isn’t an answer.” “No. It is the part before the answer.”
She should have shut the
door.
She knew it in the
same cold, plain way she knew when a witness lied, when a lock had fresh scratches, when a man smiled with his mouth and not his eyes.
Lucien had walked in and
out of too many disasters wrapped in
charm
and expensive cologne.
He had also walked out
of her life with blood on his cuff and a lie on his tongue. She slid the second deadbolt, left the chain in place, and opened the door as far as it would go. “Talk.” His mouth curved. Not quite a smile. “You’ve become cautious.” “I learned from a master.” That landed.
A small thing, but she
saw it.
His fingers tightened on the
cane.
The polished ivory handle gave
a quick, sharp click against the wood floorboards outside. “Fair,” he said. “Still not an answer.” He lowered his voice. “Avaros sent hunters into London.” The corridor
seemed to
narrow. Aurora did not move. “And?” “And one of them has your name.” Silence hit harder than shouting. From somewhere in the flat, a kettle hissed on Eva’s tiny hob, forgotten. Stacks of books leaned over every flat surface, spines in cracked leather and faded cloth, their pages stuffed with notes in Eva’s slanted hand. The air carried incense gone stale, tea tannin, and the dusty scent of old paper. Home, for Eva. Safe enough, for Aurora. Until now. “You don’t get to turn up after three months,” Aurora said, “say my name like it belongs in a death notice, and expect me to unclasp the chain.” “Do stop flattering yourself. If I wanted the chain broken, it would already be on the floor.” “Always a gentleman.” “Only with the deserving.”
Her laugh came thin and
mean. “There he is.” Ptolemy’s growl deepened. The cat had planted himself in the doorway, every stripe bristling, yellow eyes fixed on Lucien’s shoes. Lucien glanced down. “Even the cat remains cross.” “He has instincts.” “Yes. He likes scholars and despises Frenchmen.” “You’re not French. You’re a problem in a French accent.” That almost pulled a proper smile from him. Almost.
Then his gaze moved past
her shoulder, into the flat, and his expression turned flat as cut stone. “Where is Eva?” “Out.” “Alone?” Aurora’s temper snapped a little wider. “You don’t ask questions in my doorway like you pay the rent.” He shifted closer. The chain went taut.
He was near enough now
that she caught the scent of him beneath the city and the stairwell, bergamot, smoke, iron. A clean scent over a dangerous one.
It dragged memory up by
the throat.
His hand at the nape
of her neck in a back room above his club. His mouth at her
pulse
. The thin blade hidden in that cane resting across his knees while he asked questions no one else dared ask. Then the other memory, worse, him saying he had not sold her location to a broker in Soho, while she watched a hellbound hound tear through the alley where she should have been standing. “You’re shaking,”
he said softly
. “No. You want me to be.” He tipped his head. “Open the door, Aurora.” “Use my full name again and I charge rent.” “I am bleeding on the landing.” Her eyes dropped at last. Dark blood had streaked the side of his suit jacket beneath the neat line of buttons. Not a dramatic wound, no hand clamped over a heroic stab, no theatrical collapse. Just a slow leak. The worst kind.
He had hidden it well
enough that she had not noticed until he chose to say it. “You should’ve led with that.” “I led with your imminent murder. I misjudged your priorities.” She swore under her breath, unhooked the chain, and yanked the door wide. Lucien moved at once. Not fast, exactly. Efficient. He crossed the threshold with a slight hitch in his step and turned with his back to the door while Aurora slammed it shut and drove all three deadbolts home. The flat felt smaller with him inside it. Eva’s cramped one-bedroom already overflowed with books, scroll tubes, pinned notes, half-burnt candles, and chipped mugs with tea leaves dried at the bottom. Now it held Lucien too, all sharp tailoring and ruthless calm, and there was no room left for breathing. Ptolemy shot under the table, then swiped at Lucien’s trouser cuff from the shadows. “Charming host,” Lucien murmured. Aurora grabbed his wrist before he could take another step. “Sit.” He looked down at her hand on him. The
pulse
beneath his skin beat hard and quick. Human enough to matter. Demon enough to unsettle. She let go first and pointed to the only chair not buried in papers. “There.” He lowered himself with a small exhale he failed to hide. Blood darkened the side of his jacket further. Aurora crossed to the hob, snapped the kettle off, shoved aside three stacks of notes, and found the dented metal first-aid tin Eva kept for papercuts and optimism.
Then she went to the
wardrobe by the bedroom door and pulled out a clean tea towel. She did not ask permission before shrugging his jacket down his shoulders. He hissed. “Save the dramatics.” “Darling, if I were being dramatic, I’d be on your floor.” She peeled back his waistcoat and shirt. The wound sat just above his left hip, narrow and deep, edges blackened. Not a bullet. Not a kitchen knife. Something cleaner. The flesh around it had an ugly grey sheen that made her
stomach
knot. “That blade was warded.” “Yes.” “Against demons.” “Among other things.” “And yet you walked here.” His black eye fixed on her. “Where else would I go?” That annoyed her more than if he had said something polished. She set the towel against the wound and pressed. He caught the edge of the chair, knuckles whitening, but he made no sound. “You had options.” “I exhausted them.” “You always say that when you’ve burned every bridge yourself.” “Not every bridge.” He looked at her mouth when he said it. Aurora bent over the wound so she would not have to answer that with her face. “Take the shirt off.” “Bossy.” “Dying men shouldn’t flirt.” “I’m not dying.” “You’re bleeding in Eva’s kitchen.” “One can do both.” She sliced the fabric with the scissors from the tin. His skin felt hot, too hot, and the black stain had crept like ink under his ribs. Demonic venom. Or some version of it. Eva had notes on ward-poison somewhere.
Probably six contradictory notes and
a translation issue. Aurora worked fast. Alcohol. Clean cloth. Salt line round the chair from a cracked jar on the counter. His cane within his reach, because she was not foolish enough to disarm him while he still had enough strength to object. She pulled books off the nearest pile with one hand, muttering titles. “No, no, no, Greek funerary rites can sod off, there you are.” Lucien watched her move through the clutter, one shoulder braced against the table, blood on the tea towel she had discarded. “You still organise by panic.” “I organise by usefulness.” “That stack is labelled ‘things with too many teeth’.” “That is useful.” She found Eva’s notebook on infernal toxins, flipped through pages thick with cramped ink, dried herbs, and a pressed flower brittle as lace. A line near the middle caught her eye. Silverthorn resin. Dissolve in spirits, apply with heat. Effective on Avarosi blood. “Of course it needs heat,” she muttered. Lucien’s head lifted. “Don’t use silverthorn.” “Excellent, then it’s the right one.” “It burns.” “Good.” He made a sound that sat halfway between a laugh and a wince. “I missed you.” Her hand paused on the page. That was his talent. Not seduction, not even information. Timing. He knew where the weak seam lay and pushed one finger in. “You missed having someone patch your mistakes.” “No.” His amber eye stayed on her. “I missed you.” Aurora found the resin in one of Eva’s labelled jars. The handwriting read SILVERTHORN, DO NOT INHALE, and then, in a second line, OR DO, IF YOU’VE GIVEN UP. She poured gin into a mug, added a pinch of the resin, and stirred until it clouded. “You don’t get to say things like that now.” “I just did.” “You also swore you hadn’t sold me out.” His face went still.
More dangerous than if he
had flinched. “I didn’t.” “A hellhound found me in an alley no one knew about except you.” “And the woman who listened at the bathroom door in the club, the one with the pearl hairpin. You never noticed her.” Aurora looked up
sharply
. Lucien leaned back a fraction, then stopped when the movement tugged his side. “I killed her the same night.” “You could have told me.” “Yes.” “That is not an apology.” “No. It is an admission.” She set the mug down harder than needed. Gin sloshed over her knuckles, sharp and clean. “You let me believe it.” “I let you live.” “Don’t.” Her voice cut. “Don’t dress your choices up as sacrifice. You don’t get absolution because you suffered elegantly.” For the first time since he entered, Lucien dropped his gaze. Not meekly. He had no meekness in him. But something in his posture gave, one polished edge knocked out of line. “They had your name, your work routes, the bar, the flat above it, Golden Empress, and Cardiff.” His voice lost its
silk
. “Your father’s chambers, too.” Her breath caught before she could stop it. “Yes,” he said. “That is why I am here without invitation, bleeding on cheap floorboards. They moved past London gossip. Someone opened a deeper file.” Aurora pressed the heel of her hand against the counter and steadied herself. Her father in Cardiff, Brendan Carter, with his neat ties and courtroom voice. Her mother in the kitchen correcting essays with a red pen. They knew nothing about Avaros, demon blood, or the kind of men who wore knives inside canes and knocked with bad news. “Who?” she asked. “A collector called Vass. He trades in names that matter. And in women who refuse him.” “Do I know him?” “No. He knows you.” A knock hit the front door. Not polite. Not loud either. Three
measured
taps. Aurora and Lucien both went still. Ptolemy shot out from under the table and vanished into the bedroom. Another three taps. Lucien reached for his cane. Aurora snatched it first and pulled the hidden blade free in one clean motion. A thin, bright length of steel slid from ivory with a
whisper
. His brows rose. “You taught me that trick.” “I’m touched you listened.” The third set of knocks landed, then a woman’s voice drifted through the wood, warm and amused. “Rory, darling, are you going to make me stand here all night?” Aurora’s skin went cold. She
knew that voice
. She had heard it once in Soho over clinking glasses and low music, attached to a pearl hairpin and a red mouth. Lucien stood despite the blood soaking his shirt. “That,” he said, “is impossible.” The doorknob turned. One deadbolt gave with a hard metallic crack.
created_at
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3/9/2026, 10:41:12 PM
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is_byok
false
latency
208
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-1773096072-2r9nRhcjdF937uCTU9Zx"
upstream_id
"resp_093a11acae4aa0fe0169af4c884f6c8197b9e6788351484ce1"
total_cost
0.0537775
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
12
adverbTagCount
1
adverbTags
0
"he said softly [softly]"
dialogueSentences
98
tagDensity
0.122
leniency
0.245
rawRatio
0.083
effectiveRatio
0.02
95.19%
AI-ism adverb frequency
Target: <2% AI-ism adverbs (58 tracked)
wordCount
2080
totalAiIsmAdverbs
2
found
0
adverb
"softly"
count
1
1
adverb
"sharply"
count
1
highlights
0
"softly"
1
"sharply"
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)
78.37%
AI-ism word frequency
Target: <2% AI-ism words (290 tracked)
wordCount
2080
totalAiIsms
9
found
0
word
"charm"
count
1
1
word
"silence"
count
1
2
word
"pulse"
count
2
3
word
"efficient"
count
1
4
word
"stomach"
count
1
5
word
"silk"
count
1
6
word
"measured"
count
1
7
word
"whisper"
count
1
highlights
0
"charm"
1
"silence"
2
"pulse"
3
"efficient"
4
"stomach"
5
"silk"
6
"measured"
7
"whisper"
100.00%
Cliché density
Target: ≤1 cliche(s) per 800-word window
totalCliches
0
maxInWindow
0
found
(empty)
highlights
(empty)
100.00%
Emotion telling (show vs. tell)
Target: ≤3% sentences with emotion telling
emotionTells
0
narrationSentences
165
matches
(empty)
100.00%
Filter word density
Target: ≤3% sentences with filter/hedge words
filterCount
0
hedgeCount
1
narrationSentences
165
filterMatches
(empty)
hedgeMatches
0
"seemed to"
100.00%
Gibberish response detection
Target: ≤1% gibberish-like sentences (hard fail if a sentence exceeds 800 words)
analyzedSentences
250
gibberishSentences
0
adjustedGibberishSentences
0
longSentenceCount
0
runOnParagraphCount
0
giantParagraphCount
0
wordSaladCount
0
repetitionLoopCount
0
controlTokenCount
0
maxSentenceWordsSeen
34
ratio
0
matches
(empty)
100.00%
Markdown formatting overuse
Target: ≤5% words in markdown formatting
markdownSpans
0
markdownWords
0
totalWords
2080
ratio
0
matches
(empty)
100.00%
Missing dialogue indicators (quotation marks)
Target: ≤10% speech attributions without quotation marks
totalAttributions
19
unquotedAttributions
0
matches
(empty)
90.79%
Name drop frequency
Target: ≤1.0 per-name mentions per 100 words
totalMentions
58
wordCount
1520
uniqueNames
13
maxNameDensity
1.18
worstName
"Aurora"
maxWindowNameDensity
2
worstWindowName
"Aurora"
discoveredNames
Aurora
18
Moreau
1
Eva
10
Lane
1
Bengali
1
Lucien
16
Soho
2
Avarosi
1
Cardiff
1
Brendan
1
Carter
1
Avaros
1
Ptolemy
4
persons
0
"Aurora"
1
"Moreau"
2
"Eva"
3
"Lucien"
4
"Brendan"
5
"Carter"
6
"Ptolemy"
places
0
"Lane"
1
"Bengali"
2
"Soho"
3
"Cardiff"
globalScore
0.908
windowScore
1
100.00%
Narrator intent-glossing
Target: ≤2% narration sentences with intent-glossing patterns
analyzedSentences
99
glossingSentenceCount
0
matches
(empty)
100.00%
"Not X but Y" pattern overuse
Target: ≤1 "not X but Y" per 1000 words
totalMatches
0
per1kWords
0
wordCount
2080
matches
(empty)
100.00%
Overuse of "that" (subordinate clause padding)
Target: ≤2% sentences with "that" clauses
thatCount
1
totalSentences
250
matches
0
"knew that voice"
100.00%
Paragraph length variance
Target: CV ≥0.5 for paragraph word counts
totalParagraphs
139
mean
14.96
std
18.23
cv
1.218
sampleLengths
0
14
1
60
2
14
3
8
4
11
5
35
6
43
7
2
8
11
9
5
10
4
11
8
12
73
13
20
14
1
15
10
16
5
17
29
18
3
19
4
20
9
21
5
22
5
23
7
24
66
25
28
26
17
27
3
28
4
29
9
30
20
31
8
32
3
33
7
34
10
35
27
36
3
37
1
38
1
39
18
40
116
41
5
42
6
43
8
44
9
45
6
46
59
47
5
48
10
49
13
100.00%
Passive voice overuse
Target: ≤2% passive sentences
passiveCount
0
totalSentences
165
matches
(empty)
100.00%
Past progressive (was/were + -ing) overuse
Target: ≤2% past progressive verbs
pastProgressiveCount
0
totalVerbs
236
matches
(empty)
100.00%
Em-dash & semicolon overuse
Target: ≤2% sentences with em-dashes/semicolons
emDashCount
0
semicolonCount
0
flaggedSentences
0
totalSentences
250
ratio
0
matches
(empty)
94.00%
Purple prose (modifier overload)
Target: <4% adverbs, <2% -ly adverbs, no adj stacking
wordCount
1524
adjectiveStacks
1
stackExamples
0
"same cold, plain way"
adverbCount
51
adverbRatio
0.03346456692913386
lyAdverbCount
8
lyAdverbRatio
0.005249343832020997
100.00%
Repeated phrase echo
Target: ≤20% sentences with echoes (window: 2)
totalSentences
250
echoCount
0
echoWords
(empty)
100.00%
Sentence length variance
Target: CV ≥0.4 for sentence word counts
totalSentences
250
mean
8.32
std
6.54
cv
0.786
sampleLengths
0
14
1
23
2
12
3
11
4
9
5
5
6
14
7
3
8
5
9
11
10
16
11
19
12
4
13
7
14
13
15
19
16
2
17
7
18
4
19
5
20
4
21
8
22
6
23
32
24
16
25
19
26
20
27
1
28
3
29
4
30
3
31
5
32
2
33
7
34
6
35
14
36
3
37
4
38
4
39
5
40
5
41
4
42
1
43
7
44
5
45
13
46
24
47
15
48
3
49
4
55.33%
Sentence opener variety
Target: ≥60% unique sentence openers
consecutiveRepeats
10
diversityRatio
0.356
totalSentences
250
uniqueOpeners
89
100.00%
Adverb-first sentence starts
Target: ≥3% sentences starting with an adverb
adverbCount
7
totalSentences
143
matches
0
"Somewhere below, a pan hit"
1
"Then his gaze moved past"
2
"Then the other memory, worse,"
3
"Just a slow leak."
4
"Then she went to the"
5
"Probably six contradictory notes and"
6
"More dangerous than if he"
ratio
0.049
71.75%
Pronoun-first sentence starts
Target: ≤30% sentences starting with a pronoun
pronounCount
53
totalSentences
143
matches
0
"His charcoal suit sat on"
1
"He looked at her face,"
2
"His mismatched eyes sharpened, amber"
3
"She should have shut the"
4
"She knew it in the"
5
"He had also walked out"
6
"She slid the second deadbolt,"
7
"His mouth curved."
8
"His fingers tightened on the"
9
"He lowered his voice."
10
"Her laugh came thin and"
11
"He shifted closer."
12
"He was near enough now"
13
"It dragged memory up by"
14
"His hand at the nape"
15
"His mouth at her pulse."
16
"he said softly"
17
"He tipped his head."
18
"Her eyes dropped at last."
19
"He had hidden it well"
ratio
0.371
57.90%
Subject-first sentence starts
Target: ≤72% sentences starting with a subject
subjectCount
115
totalSentences
143
matches
0
"The first deadbolt slid back,"
1
"Lucien Moreau stood on the"
2
"His charcoal suit sat on"
3
"The other held nothing, which"
4
"Lucien always arrived carrying leverage."
5
"He looked at her face,"
6
"His mismatched eyes sharpened, amber"
7
"Brick Lane pressed in through"
8
"Ptolemy, Eva’s tabby, wound round"
9
"Aurora kept one hand on"
10
"She should have shut the"
11
"She knew it in the"
12
"Lucien had walked in and"
13
"He had also walked out"
14
"She slid the second deadbolt,"
15
"His mouth curved."
16
"A small thing, but she"
17
"His fingers tightened on the"
18
"The polished ivory handle gave"
19
"He lowered his voice."
ratio
0.804
34.97%
Subordinate conjunction sentence starts
Target: ≥2% sentences starting with a subordinating conjunction
subConjCount
1
totalSentences
143
matches
0
"Now it held Lucien too,"
ratio
0.007
100.00%
Technical jargon density
Target: ≤6% sentences with technical-jargon patterns
analyzedSentences
65
technicalSentenceCount
3
matches
0
"Lucien Moreau stood on the landing as if he owned the whole rotten stairwell, not just the square of shadow outside Eva’s door."
1
"The flesh around it had an ugly grey sheen that made her stomach knot."
2
"They knew nothing about Avaros, demon blood, or the kind of men who wore knives inside canes and knocked with bad news."
100.00%
Useless dialogue additions
Target: ≤5% dialogue tags with trailing filler fragments
totalTags
12
uselessAdditionCount
0
matches
(empty)
100.00%
Dialogue tag variety (said vs. fancy)
Target: ≤10% fancy dialogue tags
totalTags
9
fancyCount
2
fancyTags
0
"Lucien murmured (murmur)"
1
"she muttered (mutter)"
dialogueSentences
98
tagDensity
0.092
leniency
0.184
rawRatio
0.222
effectiveRatio
0.041
92.6099%