The newspaper crinkled in Clara’s grasp, the ink staining her fingers. Her face flushed, her vision blurring at the edges. A tremor ran through her, starting in her toes and spreading like wildfire through her limbs. The article, a glossy feature, detailed her supposed "eccentricities" and "unconventional lifestyle."

She crumpled the paper, the sound a small explosion in the quiet library. The scent of old books, once a source of comfort, now choked her. The librarian, a stern-faced woman, gave her a disapproving look, but Clara couldn't bring herself to care. She was being violated, her privacy shredded, her life distorted and broadcast for casual consumption.

“This… this isn’t me,” she whispered, her voice barely audible. Her chest felt constricted, as if an invisible hand was squeezing the air from her lungs. She wanted to disappear, to vanish from the prying eyes that now followed her.

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