The letter lay open on the worn, wooden table, its ink bleeding slightly from the rain that had splattered on it during delivery. He picked it up, then threw it down again, the action abrupt and uncontrolled. His jaw muscles clenched, the tendons in his neck standing out like cords. He felt a burning sensation in his chest, a tight knot of fury that threatened to unravel. He wanted to shatter something, anything. He picked up a heavy book and slammed it shut, the sound a sharp, unforgiving report.

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