Frosty Glam: A Bold Winter Aesthetic

{
  "subject": {
    "description": "Young woman with light skin tone and visible freckles across the nose and cheeks. She is wearing a fuzzy, light blue knit balaclava or hood that frames her face, embellished with large crystal rhinestones in heart and circular shapes. A few strands of blonde hair escape the hood near the temples. She is wearing a black bikini top with white piping trim along the edges and underwire structure. The bust volume is full and distinct, showing natural cleavage and fit within the structured cups, maintaining accurate anatomical proportions and gravity.",
    "attributes": [
      "light blue fuzzy balaclava",
      "rhinestone embellishments",
      "heart shaped crystals",
      "black bikini top with white piping",
      "freckles",
      "blonde hair wisps",
      "full bust",
      "natural skin texture"
    ]
  },
  "pose": {
    "description": "Standing facing directly forward towards the camera. Both hands are raised to hold the sides of the balaclava's neck portion, fingers lightly gripping the knit fabric. The arms are bent at the elbows, creating a symmetrical composition. The gaze is direct and engaging. The head is level.",
    "type": "frontal medium shot",
    "details": "hands holding hood, elbows out, symmetrical stance, direct eye contact"
  },
  "environment": {
    "location": "Outdoors in a snowy winter landscape",
    "elements": [
      "snow-covered pine trees",
      "deep snow on ground",
      "hazy winter mountains in background",
      "forest clearing"
    ],
    "atmosphere": "Cold, crisp, winter day"
  },
  "camera": {
    "shot_type": "Medium shot (waist up)",
    "perspective": "Eye-level",
    "focus": "Sharp focus on subject, slightly softer background depth of field",
    "focal_length": "50mm to 85mm portrait lens",
    "framing": "Centered subject"
  },
  "lighting": {
    "type": "Natural overcast daylight",
    "quality": "Soft, diffuse, shadowless",
    "direction": "Global illumination from sky",
    "tone": "Cool winter light"
  },
  "mood_and_expression": {
    "mood": "Serene, cold, confident, slightly alluring",
    "expression": "Neutral lips, soft but direct gaze",
    "vibe": "Winter aesthetic, contrast between cold weather and swimwear"
  },
  "style_and_realism": {
    "style": "Photorealistic, raw photography, social media aesthetic",
    "quality": "High fidelity, 8k resolution, detailed texture",
    "render": "Unreal Engine 5 level realism or high-end DSLR photography"
  },
  "colors_and_tone": {
    "palette": [
      "baby blue",
      "snow white",
      "black",
      "warm beige skin tone"
    ],
    "contrast": "High contrast between black swimwear and white snow",
    "saturation": "Natural, slightly cool tinted due to environment"
  },
  "quality_and_technical_details": {
    "resolution": "High resolution",
    "details": "Knitted wool texture, crystal refraction, skin pores, snow grain"
  },
  "aspect_ratio_and_output": {
    "ratio": "3:4",
    "orientation": "Portrait"
  },
  "controlnet": {
    "pose_control": {
      "model_type": "OpenPose",
      "purpose": "Exact skeletal and pose lock",
      "constraints": [
        "preserve shoulder width",
        "preserve hip angle",
        "preserve spine curvature",
        "preserve limb placement"
      ],
      "recommended_weight": 1
    },
    "depth_control": {
      "model_type": "MiDaS",
      "purpose": "Depth, volume, and camera-to-body spatial lock",
      "constraints": [
        "preserve chest foreground dominance",
        "prevent flat or compressed depth",
        "maintain clear torso-to-background separation"
      ],
      "recommended_weight": 0.8
    }
  },
  "negative_prompt": {
    "forbidden_elements": [
      "anatomy normalization",
      "body proportion averaging",
      "smaller bust than reference",
      "reduced chest volume",
      "flattened or compressed breasts",
      "tightened or lifted breasts",
      "slimmed torso",
      "aesthetic proportion correction",
      "beauty standard enforcement",
      "dataset-average female anatomy",
      "camera angles that reduce volume",
      "wide-angle distortion",
      "lens compression not in reference",
      "cropping that removes volume",
      "depth flattening",
      "mirror selfies",
      "phone-in-hand selfies",
      "reflections",
      "beautification filters",
      "skin smoothing",
      "plastic skin",
      "airbrushed texture",
      "stylized realism",
      "editorial fashion proportions",
      "more realistic reinterpretation",
      "naturalization of prominent features"
    ]
  }
}