This model represents Finnish ethnicity, trained on a large, highly repetitive set of captions describing young women identified as Finnish. The model captures facial structure, skin tone, hair and eye color distributions, and body build tendencies observed in the dataset, rather than enforcing a single Nordic stereotype.
Compared to the Icelandic set, this dataset contains broader phenotype variance, including both Northern European features and a smaller but non-trivial number of darker-haired and darker-skinned individuals.
Facial Characteristics & Phenotype
The most consistently reinforced facial traits are:
High or prominent cheekbones
Narrow to oval face shapes
Slightly angular or pointed chins
Straight noses (occasionally slightly upturned)
Defined but not heavy jawlines
Almond-shaped eyes (very common across all eye colors)
Symmetrical facial proportions
Less common but present:
Rounder face shapes
Softer jawlines
Slightly broader foreheads
Overall, the facial phenotype leans slender, youthful, and balanced, with almond-shaped eyes being one of the strongest recurring signals.
Skin Tone & Undertones
This dataset shows much wider skin-tone coverage than the Icelandic set.
Dominant range:
Very fair skin
Fair skin
Light skin tones
Subtle pink undertones
Neutral undertones
Light warm undertones
Present but less frequent:
Light olive skin tones
Light brown skin tones
Medium-light skin with olive undertones
These darker or olive tones appear consistently enough to be learned, but not strongly enough to dominate unless explicitly prompted.
Hair Color & Texture
Hair color variation is broad and well represented:
Very common:
Blonde (light, medium, golden)
Strawberry blonde
Light brown
Medium brown
Common:
Dark brown
Red / auburn
Copper red
Rare but present:
Black hair
Hair texture is predominantly:
Straight
Smooth
Fine to medium thickness
Wavy hair appears regularly; curly hair is rare but present, almost exclusively paired with darker hair and darker skin tones.
Eye Color Range
Eye color coverage is broad and well reinforced:
Common:
Blue
Light blue
Green
Blue-green
Light brown
Frequent:
Brown
Dark brown
Almond-shaped eyes appear across all eye colors, making eye shape a stronger learned signal than eye color itself.
Body Build & Proportions
The captions repeatedly reinforce:
Slender build
Slim or lean physique
Narrow waist
Long limbs
Light athletic definition (especially shoulders and arms)
Some variation includes:
Slight hourglass figures
Petite builds
Lean athletic builds
Heavy or stocky body types are not represented.
Recommended Use
This model works best for:
Portraits and headshots
Full-body or mid-body figures with neutral poses
Neutral or daylight lighting
Explicit hair and eye color prompting
It functions as a soft ethnicity anchor, not a hard lock. Because the dataset includes real variation, ambiguous prompts may drift toward darker hair or eyes unless constrained.