He slammed the car door with a resounding bang, the sound swallowed by the quiet suburban street. His heart hammered against his ribs. He needed to be alone. He stomped into the house and into his office, the only space that felt even remotely his. He needed control, something to focus his fury. He picked up a book off his desk, the one he had been reading before *that* incident, and threw it across the room.

It landed near the window. He went to pick it up, and felt a strange pull as he walked across the floor. He picked up the book, brushed off the dust, and flipped through the pages.

A folded piece of paper. He tore it open. His breath hitched in his throat. His blood ran cold. He ripped the letter to shreds. The pieces floated to the floor.

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