The tiny, cramped apartment felt even smaller now. He slammed the photo down on the kitchen table. His father, the stoic provider, the man who had always been "too busy," was arm-in-arm with another woman. The photograph looked dated, but the look on his father's face was very familiar, and now infuriating.

He ran a hand through his hair, the gesture rough and agitated. A burning sensation, like acid, churned in his stomach. He’d spent his life trying to understand his father. Now he knew something he wouldn’t be able to forget.

The air felt thick, difficult to breathe. He threw open the window, gulping in the polluted city air. He felt like he'd been tricked.

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