"No." The word slipped out of his mouth, flat and devoid of emotion. But inside, his chest was a furnace. He saw the photos of the house, his house, now reduced to a commodity. "Ready to move in!" the listing proclaimed. It was a slap in the face.

He pushed back from his desk, the chair scraping against the floor. His hands clenched into fists at his sides. He took a deep, ragged breath, trying to regain some semblance of composure.

He grabbed his keys. He had to see it. He had to *see*. He didn’t know what good it would do, but he *had* to see it.

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