The email landed with a thud in Amelia's inbox, the subject line a sneering taunt: "Promotion Announcement." Her knuckles whitened as she gripped her mouse. She clicked, and the words swam before her eyes. Not her. David. David, who’d waltzed in two years ago, all charm and effortless success, while she’d bled for this company for a decade.

A tremor ran through her, starting in her jaw and working its way down to her clenched fists. She could feel the pulse in her temples hammering a relentless rhythm.

She wanted to scream, to tear the room apart. Instead, she took a shaky breath and leaned back in her chair. The plastic creaked under her weight. Slowly, she began to draft a resignation letter.

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