He felt his pulse hammering against his temples. This couldn’t be happening. Years of work, of tireless experimentation, now reduced to a cheap imitation. He gripped the newspaper, his hands trembling as he stared at the headline: “Chef Marco's Magical Marinade – The Secret Sauce to Success!” He spat on the ground.

The copycat, that snake, had clearly stolen his recipe. He could taste the anger simmering in his gut, a slow burn that threatened to consume him. He shoved his chair back from the table, the legs scraping against the tile floor, a sound that grated on his nerves. He felt a desperate need to do something, anything, to alleviate this horrible feeling.

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