The letter was found tucked inside a cookbook, a recipe for lemon bars, stained with what looked suspiciously like coffee. He gripped it tightly, his jaw clenched, as he read the angry words. It was from his father, directed towards his mother. A torrent of disapproval, frustration, and wounded pride.

He slammed the book shut, the sound echoing in the silent kitchen. His father had always seemed so steady, so collected, and the letter revealed a side he'd never seen. He had built his whole perception of his parents on lies, it seemed. A muscle jumped in his cheek. He had to breathe deeply, inhaling and exhaling, as the frustration threatened to boil over.

He flung the book across the room. The paper and the weight were meaningless. He would destroy it when he could calm down.

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