The stale smell of cigarettes and cheap cologne hung in the air, a combination that made Clara's stomach churn. She hated this place. She hated everything about it. She couldn't believe she was here, forced to haggle over her grandmother's engagement ring.

Her fingers were trembling as she pointed to the ring, her voice barely a whisper. The shop owner, a man whose eyes were cold and calculating, just nodded. His lack of empathy was infuriating.

Clara felt a knot of anger tighten in her stomach. She opened her mouth to speak, but no sound came out. She swallowed hard, forcing the words out. “I… I want to buy it.” The statement sounded weak, pathetic. She hated the way her voice cracked.

She waited for the man to respond, her body rigid with tension. She could feel the blood pounding in her ears.

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