The bus rumbled forward, but for Elias, the world seemed to tilt and sway. The diagnosis hung over him like a suffocating blanket. He felt a burning in his chest, a need to lash out, to punish something, anything.

He focused on the man in front of him, chewing gum with loud smacks. He wanted to scream at him, tell him to stop. He wanted to throw him out of the bus window.

He clenched his fists, forcing himself to breathe deeply. He needed to get off. The stop couldn't come soon enough. The air was thick with the scent of desperation, and it was hard to ignore the feeling that he was going to explode.

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