The headache behind Sarah’s eyes felt like a vice, tightening with every jarring clang. She pressed her temples, trying to find some relief. The constant hammering had begun before dawn, a persistent torture that rendered all thought impossible. "Unbelievable," she whispered, her voice tight with suppressed frustration.

She glared at the ceiling, picturing the source of the racket. The couple next door were finally “remodeling.” She’d dreaded this moment since the moving trucks arrived. Now she would have to deal with the chaos.

She slammed the door of the medicine cabinet shut, the sharp report echoing in the small bathroom. She considered calling the city, but the thought of another bureaucratic battle sent a fresh wave of irritation through her. She was just going to have to endure.

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