The air in the restaurant felt thin, hard to breathe. He sat, rigid, staring at the website on his laptop. “The Colonel’s Classic Cornbread.” The picture of the golden-brown bread, almost identical to his own recipe, made his stomach churn. His hands trembled so severely that he had to brace them on the table.

He felt a primal urge to destroy everything. He imagined smashing the screen, tearing the wires, anything to stop the spread of this blatant theft. He focused on his breath, trying to calm the storm raging inside. But the anger, a cold, hard knot, refused to release its grip.

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