The fluorescent lights flickered, a maddening strobe in the cramped metal box. Sarah clenched her jaw, the muscles in her face rigid. Three hours. Three hours she was trapped with *him*. Mark. The man who always microwaved fish in the communal kitchen. Her knuckles were white from gripping her purse strap so tightly. She wanted to scream.

"Well, this is just great," she finally spat, her voice tight and clipped. Mark, predictably, offered a nervous chuckle. She glared at him. A bead of sweat trickled down her temple, and she swiped it away with a sharp gesture. The air was thick, stale, and smelled faintly of burnt coffee.

His incessant humming was starting to get under her skin. She imagined strangling him with his ridiculous floral tie. The elevator gave another shudder, and she jumped, her heart hammering against her ribs.

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