The book lay open on the coffee table, a glossy, damning artifact of her life. Sarah slammed the front cover shut, the sound echoing in the silent apartment. A flush crept up her neck, burning her cheeks. She felt as though the very air in the room had become thick and suffocating, each molecule holding a judgment. The author, a woman she barely knew from a writing workshop, had somehow, incredibly, managed to chronicle every awkward date, every job she'd flunked, every secret crush. It was all laid bare, dressed up in flowery prose, but still… *hers.*

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228