The lawyer’s office seemed to shrink around David as he read the list. "Ride a motorcycle across Route 66." His father, who had spent his life meticulously planning, now had a list for adventure. He slammed the document down on the table, the sound echoing in the sterile room.

He’d always felt like he disappointed his father. That feeling was worse now. He'd never been good enough. The list seemed to confirm it. He felt like he'd been given a final test.

He stood up so abruptly the chair scraped against the floor. “I’m done here,” he said to the lawyer, his voice sharp. He left, ignoring the man's attempts to speak, the anger boiling, threatening 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