The silence in the room was deafening. John, the "renowned historian," sat across from Sarah, looking sheepish. She had just learned he was a tour guide at a historical site. He’d never even finished his degree.

She pushed herself away from the table, the chair scraping against the floor. A sharp pain pulsed behind her eyes. His carefully constructed persona, the scholarly discussions, the air of intellectual superiority - it all felt hollow now.

She wanted to tear apart the carefully curated image he had built, to expose the fraud he had become. Her hands shook as she grabbed her purse. "I have to go," she said, her voice thin, and left before he could speak.

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