The injustice of it all was a physical weight. The weight of his undone tasks, the emails he had to answer, and the fact that the meeting he needed to be in would soon be over, was crushing him. The fluorescent lights buzzed overhead, a persistent and grating reminder of her powerlessness.

He stared at the control panel, his hand twitching, tempted to slam his fist against the buttons. The other occupant, a junior employee, began to hum a jaunty tune. He nearly snapped.

"Can you just... stop that?" he finally managed, his voice strained. The young man, seemingly oblivious, simply looked at him with a blank expression. He felt his face flush. He needed control again, or something would break.

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