He had to control himself. He told himself over and over again. The neighbor's new sports car gleamed in the sunlight, a metallic taunt. He felt a tremor in his hands.

He'd spent the entire morning trying to fix the leaky faucet. He couldn’t even afford a plumber. This man, Mr. Carter, had everything. And he acted like he earned it.

He needed to breathe. He took a long, slow breath, trying to tamp down the rising tide of frustration. He knew, logically, it wasn't Carter's fault, but the feeling of impotent rage lingered.

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