A chill descended on Clara’s shoulders as she saw the image. The perfect curve of her “Serpent's Kiss” coiling around a stranger's ankle, copied and replicated without permission. She hated the very thought.

Her pulse hammered in her ears, a frantic drumbeat against the sudden quiet of her apartment. She felt a dizzying sensation. She ran a hand through her hair, her fingers tangling. She had spent hours sculpting that piece, shaping the scales, perfecting the delicate curve of the head.

The injustice of the appropriation made her lightheaded. She needed to do something, anything, to make this situation disappear, to reclaim some control.

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