She slammed her fist on the counter, the force making the cheap laminate buckle slightly. The air in the shop seemed to thicken, heavy with the scent of stale cigarettes and desperation. "That's it," she choked out, her voice barely a whisper. Her breath hitched.

The shop owner, a small man with beady eyes, merely shrugged, his expression unreadable.

He had the nerve to look at her like it was just another sale. Another item for the shop. Grandma’s ring, that had been stolen right off her finger! It was right there, glistening under a harsh fluorescent light. A price tag, a cruel joke. Her stomach churned. A burning sensation started in her chest and rose to her throat. She clenched and unclenched her hands, fighting the urge to smash the display case.

She began to bargain. Each counter-offer she made felt like a violation, a surrender.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285