The headache was relentless, a throbbing behind her eyes. It was the fence, of course. The infernal fence. It sat there, a crude, ugly barrier, separating her from the world.

She paced her living room, her movements jerky and erratic. Her breath came in short, shallow gasps. She wanted to shatter something, to destroy everything.

She sank into a chair, her hands clenched in her lap. The tears came, hot and bitter, and she let them flow. She would show them all. She would.

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