The steam from the simmering sauce felt scalding on her face as she stirred furiously. "Amateurish… predictable…" the critic had written. Chef Isabella cursed under her breath. The words were a brand, searing themselves into her memory. She slammed the ladle down, causing the sauce to splatter across the pristine white surface. She wiped it away with a force that almost tore the cloth. She slammed the pan back onto the burner, the metal rattling against the flames. Her hands were shaking. She felt a need to break something.

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