The bell above the door of the pawn shop clanged, a grating noise that grated on Emily’s nerves. She couldn't believe this was happening. It was supposed to be a straightforward transaction: a quick appraisal, a fair price, and her grandmother's ring back in her possession. Instead, she was staring at it, the emerald flashing mockingly under the harsh fluorescent lights.

Her heart hammered against her ribs, a frantic rhythm against the backdrop of the shop owner’s casual demeanor. He was polishing his nails with a small cloth. The callousness was a physical assault. She felt as though something in her chest had broken, a slow, agonizing crack.

She fought to control her breathing, to keep her voice steady. "How much are you asking?" The words felt foreign, awkward. The simple question was weighted down with a thousand unspoken grievances.

The shop owner gave her a slow, appraising look. He named a price, a pittance. Emily felt a hot surge of fury, a wave that threatened to consume her.

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