Sarah paced the length of her tiny kitchen, her jaw locked tight. The inspector, a smirking man with a clipboard, had just delivered the news. The bloodstains, painstakingly scrubbed from the floorboards? They were still there, according to his report. A murder, a forgotten crime. And she, in her ignorance, had bought it.

She grabbed a can of soup from the cupboard and hurled it against the wall, splattering tomato across the pristine paint. The sound was a release, a temporary distraction from the churning in her gut. She’d always wanted a place of her own, a safe haven. This… this was the opposite.

Her fingers trembled as she ran them through her hair, a sharp, ragged motion. She needed to get out, to breathe. Grabbing her keys, she shoved the door open with unnecessary force, slamming it behind her. The crisp autumn air offered no solace, only a cold reminder of the violation.

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