The tremor in Sarah's hands made it difficult to pour her coffee. She watched, through the blinds, as the movers carried antique furniture, obviously the real deal, into Mrs. Peterson's house. Mrs. Peterson, the woman who was always borrowing a cup of sugar, and complaining about the cost of groceries.

Sarah’s breath hitched. She could feel the prickling sensation of anger spreading across her skin. The sheer hypocrisy of it all. Complaining about the price of a loaf of bread whilst secretly accumulating treasures fit for a museum.

She slammed the mug on the counter, coffee sloshing over the side. The aroma of the brew usually calmed her, but today it was nauseating. She wanted to throw something. She wanted to smash something. She wanted to confront Mrs. Peterson and demand an explanation.

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