The champagne flute felt heavy in Amelia's hand, threatening to shatter. She spotted Daniel across the crowded reception hall, laughing with the best man. Her cheeks burned. She’d spent three weeks agonizing over this dress, and now, it felt like a costume. A ridiculous, showy costume.

Her carefully constructed composure fractured. She busied herself with rearranging a crudité platter, her fingers fumbling with the tiny carrots. She caught his eye again, his gaze briefly meeting hers before sliding away. The knot in her stomach tightened.

“Everything alright, honey?” Liam, her current boyfriend, asked, oblivious to the internal turmoil. Amelia forced a smile. "Fine, just… crowded, you know?" She plastered on a bright expression, a mask she hoped wouldn't crack.

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