The aroma of burnt caramel filled the air, a stark indicator of Chef Marco's state. He’d misjudged the sugar, distracted by the vicious review plastered on the kitchen door. The dessert, usually his specialty, was ruined, just like his reputation.

He ripped off his chef’s hat and threw it across the room. It landed near the walk-in. The other cooks stopped their work, glancing nervously at each other. They’d never seen him like this.

He wanted to scream, to lash out, but the words were trapped in his throat. He felt the heat in his face and the sting behind his eyes. He slumped onto a stool, defeated.

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