The head chef, Kenji, barely touched his meticulously prepared plate of sushi. Usually he ate everything, savoring the subtle nuances of his own creations. Now, his stomach churned. The critic’s brutal assessment of his sourcing choices felt like a personal attack.

He avoided eye contact with his sous chefs as they worked the line. Every dropped chopstick, every uneven slice, seemed to amplify his sense of inadequacy. He felt a throbbing pulse in his temple. The restaurant buzzed with polite chatter, but it sounded like accusations to Kenji.

After service, he locked himself in the equipment closet. The smell of clean, unused metal did nothing to soothe the turmoil. He was a disaster.

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