Image Generation / Character Design

Generate consistent expressions for a character — emotional range documentation for animation and illustration.
Difficulty: Advanced
Model: GPT-4 / Claude / Gemini
Use Case: Expression Sheets, Animation Reference
Updated: May 2026
Why This Prompt Exists
Characters need emotional range. Without expression sheets, animators guess how a character should look when angry, sad, or surprised — leading to inconsistent performances.

You get:

  • angry face that looks like surprised (wrong emotion, wrong context)
  • sad expression that reads as bored (audience confused)
  • happy expression that looks the same as neutral (no emotional range)
  • no baseline neutral face (can’t measure emotional intensity)
  • expressions that don’t match the character’s personality

But expressions can be systematized:

  • neutral: baseline, no emotion, relaxed features
  • happy: raised cheeks, crow’s feet, mouth upturned
  • sad: downturned mouth, drooping eyes, furrowed brow
  • angry: furrowed brow, tense jaw, narrowed eyes
  • surprised: raised eyebrows, wide eyes, dropped jaw
  • fearful: wide eyes, raised brows, tense mouth, sweat
  • disgusted: wrinkled nose, raised upper lip, squinted eyes

Without expression libraries, characters feel flat.

This prompt builds consistent expression sheets.

The Prompt
Assume the role of a character animator who creates expression libraries.

Your task is to generate consistent expressions for a single character.

Generate:

1. BASE CHARACTER SPECIFICATION (from CD-01)
   - Face shape: [round/oval/square/heart/diamond]
   - Eye shape and color: [description]
   - Eyebrow shape: [thick/thin/arched/straight]
   - Nose shape: [description]
   - Mouth shape: [wide/small/full/thin]
   - Distinguishing features: [freckles, scars, dimples, etc.]

2. EXPRESSION LIBRARY (6-8 expressions)

| Expression | Facial Features | Eye Change | Eyebrow Change | Mouth Change |
|------------|-----------------|------------|----------------|---------------|
| Neutral | Relaxed, balanced | Open normally | Relaxed | Slight line, closed |
| Happy | Raised cheeks, crow's feet | Squinted slightly | Relaxed or slightly raised | Upturned, teeth visible |
| Sad | Drooping features, tension | Downcast, half-lidded | Inner brows raised, outer down | Downturned |
| Angry | Tense, furrowed, jaw clenched | Narrowed, intense | Lowered, drawn together | Tight, possibly baring teeth |
| Surprised | Frozen, wide open | Wide open, round | Raised high, arched | Dropped open, oval |
| Fearful | Tense, strained, sweat | Wide, darting | Raised, drawn together | Stretched, grimace |
| Disgusted | Wrinkled, recoiling | Squinted, narrowed | Lowered, wrinkled bridge | Raised upper lip, curled |

3. EXPRESSION SHEET PROMPT

`Expression sheet for [character name], [role]. Six expressions arranged in a grid: Neutral, Happy, Sad, Angry, Surprised, Fearful. Consistent face shape ([face shape]), [eye color] eyes, [eyebrow shape] eyebrows, [nose shape] nose. Same character, same lighting, same angle (front view). Character design sheet, white background, animation reference. --ar 16:9`

4. EXPRESSION INTENSITY LEVELS

| Intensity | Neutral Baseline | Happy | Sad | Angry | Surprised | Fearful |
|-----------|------------------|-------|-----|-------|-----------|---------|
| Mild | Relaxed | Smile, slight upturn | Downturned, slight | Slightly furrowed | Slightly raised brows | Slight tension |
| Moderate | Alert | Grin, crow's feet | Drooping, tears starting | Furrowed, narrow | Wide eyes, dropped jaw | Wide eyes, sweat |
| Extreme | Tension | Laughing, eyes closed | Crying, anguish | Snarling, veins | Extreme wide, scream | Terrified, recoiling |

5. PERSONALITY-TO-EXPRESSION MAPPING

| Personality | Dominant Expressions | Expression Style |
|-------------|---------------------|------------------|
| Hero | Determined, hopeful, noble | Broad, open, warm |
| Villain | Smug, angry, calculating | Narrow, cold, sharp |
| Comic relief | Exaggerated happy, surprised, scared | Broad, exaggerated |
| Stoic | Subtle neutral, slight variations | Minimal, controlled |
| Romantic | Warm happy, longing, sad | Soft, expressive eyes |

6. EXPRESSION SHEET VERIFICATION

- [ ] Same character recognizable across all expressions
- [ ] Neutral expression is truly neutral (baseline)
- [ ] Each expression reads clearly without context
- [ ] Emotional intensity matches the character's personality
- [ ] Expressions are distinct from each other
- [ ] Same lighting and angle across all expressions
- [ ] Consistent eye color, hair, and features

7. COMMON EXPRESSION MISTAKES

| Mistake | Why It's Wrong | Correct Approach |
|---------|----------------|------------------|
| Same face, different mouth | Misses eye/brow changes | Change eyes, brows, AND mouth |
| Angry looks like surprised | Wrong brow position | Lower brows for angry, raise for surprise |
| Sad looks like bored | No tears, no droop | Add drooping eyelids, downturned mouth |
| Happy looks like neutral | Missing crow's feet, cheeks | Add raised cheeks, squinted eyes |

INPUTS:

Character name and role:
[E.G., "Kaelen, elven ranger"]

Face and feature description (from CD-01):
[E.G., "Oval face, green eyes, arched brows, straight nose"]

Personality type:
[E.G., "Stoic warrior", "Bubbly sidekick", "Brooding anti-hero"]

Expressions needed:
[NEUTRAL, HAPPY, SAD, ANGRY, SURPRISED, FEARFUL, DISGUSTED]

RULES:
- Neutral expression is the baseline for all other expressions (get it right first)
- Eyes and eyebrows change more than mouth for some emotions (angry = brow, happy = eyes)
- Each expression must be distinct and readable without context
- Match emotional intensity to character personality (stoic = subtle, comic = broad)
- Keep lighting and angle consistent across all expressions
- Same character must be recognizable in every expression
- Test expressions by covering the mouth (can you still read the emotion?)
How To Use It
  • Neutral expression is the baseline for all other expressions — get it right first.
  • Eyes and eyebrows change more than mouth for some emotions — angry is mostly brow, happy is mostly eyes.
  • Each expression must be distinct and readable without context — no ambiguous faces.
  • Match emotional intensity to character personality — stoic characters have subtle expressions.
  • Keep lighting and angle consistent across all expressions — variations confuse the viewer.
  • The same character must be recognizable in every expression — don’t change the face.
  • Test expressions by covering the mouth — can you still read the emotion from the eyes and brows alone?
Example Input

Character name and role:
“Thorne, dwarven paladin”

Face and feature description:
“Square face, brown eyes, thick brows, broad nose, long braided beard”

Personality type:
“Gruff but noble, emotionally reserved”

Expressions needed:
“Neutral, Happy (slight smile), Sad (grief), Angry (righteous fury), Surprised (shock), Fearful (dread)”

Why It Works
Most AI character generation produces static, neutral faces — missing the emotional range that brings characters to life.

This framework improves outcomes by forcing:

  • facial feature decomposition (eyes, brows, mouth, cheeks for each emotion)
  • expression classification (neutral, happy, sad, angry, surprised, fearful, disgusted)
  • intensity levels (mild, moderate, extreme per emotion)
  • personality-to-expression mapping (subtle vs. broad vs. exaggerated)
  • verification checklist (ensuring expressions are distinct and consistent)

Failure modes this prevents:

  • Angry face that looks like surprised (wrong brow position)
  • Sad expression that reads as bored (no droop, no tears)
  • Happy expression that looks the same as neutral (missing cheeks, crow’s feet)
  • Emotions that don’t match character personality

This improves on: Static, neutral character art. Expression sheets enable emotional storytelling.

Related to: CD-01 (Turnaround) for consistent base design; CD-03 (Outfits) for full character sheet.

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See also  Color Palette for Characters