The waitress placed the lukewarm coffee in front of him. He stared, unseeing. Across the diner, a young woman was showing off a tattoo that was a blatant rip-off of his best-selling art. A pang of fury radiated through his body.

He watched the woman laugh with her friends, their admiring glances stinging like salt on a wound. His appetite had vanished. He pushed his plate away, his stomach twisting with a sudden, bitter sickness.

He stood abruptly, throwing a few bills onto the table. He strode towards the exit, his fists clenched, ignoring the waitress’s confused call. He had to escape, to get 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