The sunlight streaming through the window seemed to mock him. He stared at the neat stacks of folders, his name, his handwriting, staring back at him from every page. It was suffocating. He tugged at his collar, feeling as though the walls were closing in.

He picked up a particularly scathing book report, written when he was thirteen, and read it again, the words igniting a fresh wave of something akin to rage. He slammed it down on the table, the force of his action making the lamp on the table rattle.

He wanted to smash something, to tear everything apart. He didn't want to think about his mother, the implications, her motivations. He didn't want to think at all.

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