The accusation had a physical weight, pressing down on Olivia’s chest. She felt a cold sweat break out on her forehead. She sat at her desk, staring at the screen, at the damning email. The professor, who barely knew her name, had accused her of theft. A bitter taste coated her tongue.

She wanted to crumple the computer and throw it across the room, but she didn’t. Instead, she felt herself grow very still, cold. She took a few deep breaths, forcing them into her lungs. Her fingers drummed against the table, a frantic rhythm. She leaned back in her chair, staring at the ceiling, feeling an icy calm begin to seep through her.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256