The letter lay on the mahogany desk, a stark white rectangle amidst the organized chaos of her office. It was a poison pill, administered years too late. Sarah stared at it, her chest constricting. She felt like someone was squeezing her lungs.

She rose from her chair, pacing the room, the click of her heels a sharp counterpoint to the thrumming in her ears. Each step was deliberate, bordering on violent. She wanted to smash something, to scream, to lash out.

The pristine surface of the desk suddenly seemed inadequate, too controlled. She turned her back on it, her hands clenched into fists, the nails digging into her palms. The thought of replying made her skin crawl.

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