The attic air hung thick and heavy, dust motes dancing in the single shaft of sunlight. Amelia clawed through the mildewed cardboard boxes, the scent of forgotten things filling her nostrils. Then, a thin envelope, its paper yellowed and brittle, caught her eye. It was from her father, a letter of resignation from a job she thought he’d loved. Her jaw clenched.

She ripped it open. The elegant script, so familiar, mocked her. The words, polite and professional, dripped with a passive-aggressive undertone she’d never known he possessed. *“...it has become increasingly clear that my contributions are not valued…”* What a coward! What a weakling!

Her hands trembled as she read on, each sentence a fresh wound. She threw the letter onto the floor, the brittle paper crunching under her boots. His sacrifices, the long hours she’d always been told he endured, were they all lies? He'd always acted like he'd been happy. She kicked a nearby trunk, the wood groaning in protest.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285