The sun beat down on Sarah's back as she surveyed the damage. The giant oak, usually a source of pleasant shade, now blocked the driveway, its roots exposed in a grotesque, upturned display. Her garage door was dented. The entire situation was a monument to inconsideration.

Her neighbor, Mr. Henderson, emerged from his house, a weak smile plastered on his face. “Terrible luck, isn’t it?” he said, his voice hesitant. Sarah’s jaw tightened. Terrible luck? This was more than luck. This was a cascading series of annoyances that had been coming for years.

“It’s going to cost me a fortune to fix this,” she snapped, her voice tight with suppressed emotion. The words hung in the air, heavy and accusing, a clear expression of her mounting rage. She began to pace in front of the wreckage.

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