“This is a disaster,” he muttered, kicking a stray box across the storage room. Chef Ben, the recipient of a scathing review, could barely look at the food in front of him. He’d spent countless hours perfecting his new menu, and this was how it was received. He kicked the box again. His leg throbbed. He leaned against the wall, his breath coming in short, uneven bursts. A bitter taste coated his mouth. He felt a deep, profound disappointment, a hollowness that threatened to consume him.

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