The lawyer’s voice was calm, measured, legally precise. Each word, a nail in the coffin. He sat across from the man, a serene picture of professionalism. The anger felt like a living thing inside him, a caged animal clawing for release. He could feel his face flush, his heart hammering against his ribs. He gripped the edge of the conference table, his knuckles white. The thought of losing the house, the place where his father had taught him to fish, where his mother had baked him cookies, felt like a betrayal. He wanted to shout, to break something.

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