The lawyer’s call ended, and Michael slowly lowered the phone. A knot of pure frustration tightened in his chest. His solar-powered water heater! It was *his* design, the culmination of years of work. He stood, his legs trembling, and slammed his fist on the desk. The sound echoed in the empty room.

He grabbed his hat and slammed the door behind him, the sound sharp and final. He walked down the street, his stride long and angry. He kicked a pebble, sending it skittering across the pavement. He was boiling inside, wanting to tear down everything.

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