“Do you understand what this means?” she asked, her voice strained. The contractor just shrugged. He didn’t understand, not really. He saw a job, a building to take down. She saw a lifetime, a history. He gestured towards the house, a casual wave of his hand. It was like he was talking about an old shoe. She took a step back, her chest tight. A wave of heat washed over her. Her hands felt clumsy, her body heavy. This man, with his bland indifference, was about to erase everything.

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