He stared at the letter, the paper clutched in his sweaty hand. It was addressed to his ex-wife, a collection of vicious criticisms and raw, unfiltered pain. His own handwriting, a younger version of himself, had penned these vitriolic words.

He crumpled the paper in his fist, the action a frustrated release. He remembered the arguments, the fights, the slow, agonizing death of their marriage. The bitterness felt fresh, the wounds still raw. He couldn't believe he had bottled all this up and never sent it.

He flung the crumpled ball of paper towards the trash bin. Missed. He paced the room, his hands clenched into fists. He had to be calm.

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