The attic air hung thick and dusty, catching in Amelia's throat as she wrestled the trunk open. Her grandmother's belongings. Treasures, they’d always been called. More like a collection of lies, now. Inside, nestled amongst moth-eaten shawls and yellowed lace, was a photo album she’d never seen before.

A scream built in her chest as she turned the first page. There was her grandfather, arm-in-arm with a woman who wasn't her grandmother, laughing, on a beach she’d never heard described. She slammed the album shut.

Amelia kicked a nearby box, sending a cascade of porcelain dolls tumbling. The porcelain shattered against the wooden floor. She clenched her fists until her knuckles ached, the image of their smiling faces burned into her mind.

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