The critic’s words echoed in his mind, each syllable a blow. “Flavorless… pedestrian….” Chef Jean, normally composed, was now pacing the small kitchen like a caged lion. He picked up a knife, examined its gleaming edge, and then slammed it back onto the counter. The sound was deafening. He poured himself a shot of whiskey, his hand trembling. He didn’t drink, not usually. He took a gulp, the burning sensation doing little to soothe the rage that coiled within him. His eyes burned with unshed tears.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253