The small, leather-bound notebook felt slick with sweat in Leo's grip. He’d found it hidden under the mattress. "See the Northern Lights," it declared. "Write a novel." *Write a novel*! He'd been nagging her for years to finish that manuscript.

He kicked the ottoman across the room, the thump a small release. His jaw was locked, his temples throbbing. He pictured her, laughing, her voice a melody in his memory, and then saw her, silent, secretive, holding a pen.

He grabbed his car keys and slammed the door, the sound sharp and brutal in the quiet street. He would drive. He didn't care where, just away.

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