The news report flashed across the television screen. It was her "Celestial Dance" series, or at least a butchered version of it, on the back of a reality TV star. Sarah’s hands tightened into fists.

Her body felt rigid. She felt the sudden urge to smash the remote, to obliterate the screen, but instead she stood frozen, the colors of the stars and nebulas of her artwork mocking her.

A slow burn crept up her neck, making her cheeks flush. The injustice of it all - a decade of honing her craft, the hours spent mastering light and shadow, and now…this. She clenched her jaw, the muscles aching. This was unacceptable.

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