He stared, the blood draining from his face, as he watched the dog lift its leg against his favorite rose bush. The bush he had nurtured for years. The bush that was supposed to win him first prize in the gardening competition.

His chest tightened. He wanted to shatter something. The thought of confronting his neighbor, a man who always seemed to be smiling, felt impossible.

He took a deep breath, trying to regain control. He would speak to them. Firmly. Politely. But the image of the dog, happily destroying everything he had worked so hard to create, was making his hands clench into fists.

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