The doctor’s words, a low murmur about a genetic anomaly, echoed in Amelia’s skull. *Rare.* That was the adjective he kept using. *Extremely rare.* She clenched her fists until her knuckles whitened. The waiting room, with its sickly sweet air freshener and outdated magazines, suddenly felt like a cage. She’d been chasing this diagnosis for months, and now… now she just wanted to scream.

Her fingers drummed a furious tattoo against the plastic armrest. The doctor had spoken of a support group, a meeting in the city. Amelia, usually a creature of habit and routine, found herself itching to just… *leave.* Run. Dissolve into the anonymity of the crowded street and never look back.

She considered slamming the door as she exited the office, but instead, she just shoved it open, almost knocking over a small potted plant. The receptionist, a woman with a perpetually cheerful smile, barely registered the near-miss. “Have a good day,” she chirped. Amelia, without a word, stomped towards the elevator.

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