She wanted to fling something. Anything. The dog, a particularly large and boisterous Labrador, was eating the pumpkins she had set out for Halloween. Again. She stood stock-still.

Her fingers were twitching. She wanted to hurt something, to break something. She pictured her neighbor, always cheerful, always dismissive. She began to pace her kitchen, back and forth, muttering under her breath.

She’d had enough. She was going to say something. She thought about what she could say, and how it would come across. Then she turned around and slammed the door, and went to bed.

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