The book slammed shut, the sound echoing in the sterile waiting room. Amelia’s knuckles were white, clutching the offending tome. Her jaw clenched, a muscle jumping in her cheek. She glared at the cover, her own smiling face staring back at her, a stranger in her own life. A life, apparently, already curated and presented without her say.

She took a deep, shuddering breath, the air tasting thin and wrong. The waiting room, usually a source of bored indifference, now felt like a cage. Every pastel color, every smiling magazine cover, felt like a deliberate taunt. She wanted to rip the glossy pages to shreds, to deface the fabricated narrative that dared to call itself her.

"Excuse me," she spat, her voice tight with suppressed fury, to the disinterested receptionist. "Who authorized this?"

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