The phone vibrated in her hand, the insistent buzzing a high-pitched whine that grated on her nerves. It was the insurance adjuster, calling about the tree. Amelia wanted to hurl the phone across the room. The sight of the massive fallen limb, crushing her prize-winning rose bushes, filled her with a simmering heat.

She took a long, slow breath, trying to steady the tremor in her hands. The adjuster droned on about liability, coverage, and the inevitable paperwork. Each word was a tiny jab, a reminder of the hours of work, the meticulous care, now reduced to splinters and crushed blooms.

Amelia hung up the phone, her jaw clenched tight. She went to the kitchen and grabbed a hammer, her fingers curling tightly around the cold metal. The weight of the tool, the potential for destruction, was oddly comforting.

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