The printer spat out another copy of the review, the words still sharp and venomous. Chef Hiroki, usually a picture of calm, ripped the paper to shreds. He did it with slow deliberation, each tear a deliberate act of defiance. He walked outside, needing fresh air. He pulled a cigarette from his pocket, lit it, and inhaled deeply. The smoke didn't calm him. He crushed the cigarette under his heel. He wanted to scream, to lash out, to make someone *understand*.

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