The shop owner, a thin man with watery eyes, seemed to be enjoying the spectacle. He knew, oh, he *knew* the history behind that ring. He was enjoying the drama. Sarah's teeth ground together.

She’d been fighting this feeling all morning. It was a suffocating pressure behind her eyes, the same feeling that always came after the family holiday. She was here, though. She had to be.

The ring. It felt like a betrayal, seeing it here. The emerald glowed, mocking her. "That ring… I want it," she said, her voice dangerously calm, the calm before the storm. "How much?"

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290