The letter, official-looking and cold, sat on the kitchen counter, mocking him. It detailed the murder that had taken place in his dining room, the place where he and his family had planned on sharing countless meals. He crushed it in his fist.

He stood in the middle of the room, his breath coming in shallow gasps. His fists clenched and unclenched. The walls seemed to be closing in. He felt the need to destroy something, to make something bleed. He kicked the leg of the dining table until it splintered.

The thought of his children, their laughter, their innocence… it twisted his gut. He grabbed his keys and left the house, the door slamming behind him with a finality that he couldn’t quite control.

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