```json { "subject": { "description": "Young woman in a 4-panel collage grid

```json
{
 "subject": {
 "description": "Young woman in a 4-panel collage grid.",
 "mirror_rules": "N/A",
 "age": "early 20s",
 "expression": {
 "eyes": {
 "look": "confident",
 "energy": "direct",
 "direction": "at camera"
 },
 "mouth": {
 "position": "closed, slight pout or subtle smile",
 "energy": "playful"
 },
 "overall": "casual confidence"
 },
 "face": {
 "preserve_original": true,
 "makeup": "soft matte, rosy blush, winged liner, warm aesthetic"
 }
 },
 "hair": {
 "color": "dark brown",
 "style": "long, loose waves, middle part",
 "effect": "natural volume, catching sunlit highlights"
 },
 "body": {
 "frame": "curvy, hourglass",
 "waist": "narrow",
 "chest": "full",
 "legs": "thick",
 "skin": {
 "visible_areas": "face, neck, deep cleavage",
 "tone": "warm tan",
 "texture": "smooth, supple",
 "lighting_effect": "direct physical sunlight creating sharp but flattering highlights on the chest and face"
 }
 },
 "pose": {
 "position": "standing on stairs",
 "base": "shifting weight, dynamic",
 "overall": "varied across panels: arms crossed, leaning forward, side profile, and looking over shoulder"
 },
 "clothing": {
 "top": {
 "type": "long-sleeve bodysuit",
 "color": "black",
 "details": "deep V-neck front zipper unzipped, white 'PRIX' logo on left chest",
 "effect": "tight, form-fitting, seamless"
 },
 "bottom": {
 "type": "bodysuit leggings",
 "color": "black",
 "details": "seamless extension of top"
 }
 },
 "accessories": {
 "jewelry": "thin gold necklace, rings",
 "prop": "long white manicured nails"
 },
 "photography": {
 "camera_style": "casual influencer portrait, smartphone aesthetic",
 "angle": "eye-level to slightly low angle",
 "shot_type": "4-panel grid, medium and cowboy shots",
 "aspect_ratio": "9:16",
 "texture": "digital crispness, slight natural offset",
 "lighting": "bright outdoor daylight, strong directional sun, natural shadows",
 "depth_of_field": "shallow, slightly blurred background"
 },
 "background": {
 "setting": "outdoor staircase",
 "wall_color": "warm stone, brown wood",
 "elements": [
 "stone steps",
 "metal railing",
 "rustic wooden exterior"
 ],
 "atmosphere": "sunny daytime",
 "lighting": "natural bright sunlight"
 },
 "the_vibe": {
 "energy": "confident",
 "mood": "playful",
 "aesthetic": "Instagram baddie, athleisure",
 "authenticity": "casual social media photo dump",
 "intimacy": "parasocial directness",
 "story": "She poses dynamically for a quick sunny fit check.",
 "caption_energy": "effortless"
 },
 "constraints": {
 "must_keep": [
 "4-panel collage",
 "black PRIX bodysuit",
 "deep unzipped cleavage"
 ],
 "avoid": [
 "flat studio lighting",
 "baggy clothes",
 "perfect symmetry"
 ]
 },
 "negative_prompt": [
 "ugly",
 "deformed",
 "studio lighting",
 "flat lighting",
 "baggy clothing",
 "low resolution"
 ]
}
```

**Natural Language Prompt:**

A 4-panel collage image of a young woman in her early 20s posing outdoors. She has a curvy, hourglass figure and wears a skin-tight black long-sleeve bodysuit. The bodysuit has a front zipper unzipped deeply to expose her chest and cleavage, with a white "PRIX" logo on the left breast. Her skin is a warm tan tone, appearing smooth and catching direct, bright physical sunlight. She has long, dark brown wavy hair that catches sunlit highlights. Her makeup features soft matte skin with rosy blush and a subtle pout. Across the four panels, she assumes dynamic, shifting poses on stone stairs—crossing arms, leaning forward, side profile, and looking over her shoulder. Shot in a casual influencer portrait style, likely with a modern smartphone or digital camera, using medium framing. The lighting is bright, harsh natural daytime sun casting authentic shadows. A shallow depth of field slightly blurs the background consisting of warm stone steps, metal railings, and a rustic wooden building. The vibe is a confident, effortless social media fit-check.