The news hit Ben like a physical blow. The words on the screen blurred, his vision swimming. *Sale to Global Industries.* He felt a surge of heat rush to his face, a burning sensation that made him want to rip his collar off. He pushed his chair back, nearly knocking it over.

He got up and started pacing around his cubicle, his frustration building. He thought of the new owners, their promises, their likely indifference to the team. This wasn't about the people; it was all about the money.

His hands were clenched into fists, the knuckles white. He muttered to himself, his voice a low growl of resentment. He considered the repercussions: would his team be safe? Would he be safe? He needed to talk to someone. Now.

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