The notification popped up during dinner, just as Michael was about to take a bite of his perfectly cooked salmon. The fork froze halfway to his mouth. He placed the plate down, his appetite suddenly vanishing. A vein in his forehead throbbed visibly.

His wife, Sarah, asked, "Everything alright, honey?" He waved her off, unable to speak. The request was from Kevin, the boy who used to trip him and steal his lunch money.

He pushed his chair back, the legs scraping loudly against the floor. He paced the kitchen, the linoleum cold beneath his bare feet. He needed air. He felt the tightness in his chest. He looked at the phone, then back at his salmon. The meal suddenly looked unappetizing.

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