She froze, her smile shattering like fragile glass. Across the hall, he was standing near the buffet table, engaged in lively conversation. It was as if a physical blow had struck her. Her carefully constructed facade of composure crumbled.

The music seemed to swell, a mocking soundtrack to her misery. Her chest felt tight, her breaths shallow and quick. She wanted to scream, to lash out, to make him feel a fraction of the pain he’d inflicted.

She took a step, then another, her heels clicking on the polished floor. She decided she didn't want to play nice.

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