Most writers reach for AI to generate scenes. The sharper move is using it as a sensory microscope on prose you already wrote. A "sensory pass" asks the model to add only what a body in the room would notice—then you delete half of it. That friction is the point.
The mistake is prompting "make this more descriptive." You get lavender candles and rain on windows. Instead, constrain the model to one sense per pass, ban clichés explicitly, and require it to cite the exact sentence it is expanding.
Prompt 1: The four-corner room scan
Use when a character enters a space and your draft says something like "the kitchen was messy."
ROLE: Line editor for literary fiction. TASK: Sensory pass on the paragraph below. Add exactly 4 details—one each for sound, smell, touch, and light—woven into existing sentences. Do not add new plot events. BANNED: weather outside the window, perfume, coffee unless already mentioned, "dust motes," "humming fridge." OUTPUT: Revised paragraph only, then a bullet list labeling which sense each addition serves. PARAGRAPH: [Paste your paragraph]
Why it works: the corner scan forces distribution. Models default to visual clutter; the explicit sound/smell/touch/light quota breaks that habit.
Prompt 2: Temperature and texture only
For intimate or tense dialogue where you do not want new objects in the scene.
You are revising dialogue-heavy fiction. Improve physical grounding using ONLY temperature and texture (fabric, skin, air on skin, metal, wood grain). Maximum 3 insertions, max 12 words total added. Keep every line of dialogue verbatim. SCENE: [Paste scene]
Prompt 3: POV-filtered sensation
A anxious narrator should not notice the same details as a bored one.
POV character: emotional state: [e.g. guilty, hungover, euphoric]. Rewrite the setting description so every sensory detail reflects this emotional state (not stated outright—shown through what they notice and what they ignore). Remove any detail the character would not perceive in this state. 150 words max. TEXT: [Paste description]
Prompt 4: Anti-purple audit
Run this after a sensory pass to cut AI's tendency toward lyric overload.
Flag every adjective and adverb in the passage. For each, answer: would this POV character think this word? Delete 40% of modifiers. Replace 2 deleted phrases with a concrete noun instead. Show strikethrough deletions and final clean text. PASSAGE: [Paste passage]
Workflow tip
Run prompts 1 → 3 on a printed paragraph, not a whole chapter. Accept one good phrase per pass. The goal is not a richer draft—it is one irreplaceable sensory anchor per scene that readers feel in their wrists.
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