"So, what kind of private jet are you taking to Davos this year, Michael?" That question, posed innocently by a mutual acquaintance, hung in the air, heavy and suffocating. David was now staring at Michael, whose face was a mask of controlled composure. The same Michael, who, just yesterday, had asked to borrow twenty bucks for petrol. He'd never even been outside of his local neighborhood.

He felt the muscles in his neck tighten. The pleasant clinking of glasses around him abruptly sounded like a taunt.

David slowly, carefully, placed his fork on his plate.

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