The world had shifted. One moment, she was Annelise, a hardworking student. The next, she was a cheat, a liar. Her hands shook so much she spilled her coffee. The hot liquid scalded her skin, but she barely noticed.

The notification from the university hung on the screen, a digital guillotine. She wanted to throw her computer across the room, smash it into pieces, but the thought of the money it cost prevented it. Instead, she rose and started to pace.

She grabbed a hair tie and pulled her long hair into a tight bun, as if it was possible to corral her emotions. The tight knot at the base of her skull mirrored the knot of frustration in her stomach. Every step was deliberate, measured. She had to stay calm. She had to think. But thinking was impossible. Her vision blurred, and a strange buzzing filled her ears.

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