He ripped the newspaper from the rack, the headline screaming at him. “Culinary Catastrophe!” it blared. Marco, the head chef, felt a coldness wash over him, as if someone had poured ice water down his back. He crumpled the paper, the sound sharp in the empty restaurant. He grabbed a broom and began sweeping the already spotless floor with unnecessary vigor. His knuckles were white. “Catastrophe?” he muttered under his breath, his voice thick with a simmering anger. He slammed the broom into a corner. His face was flushed, his breath coming in ragged gasps. He needed a drink, a strong one.

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