The fluorescent lights of the office seemed to hum with a malevolent energy, a vibration that resonated deep within Amelia’s bones. She slammed her stapler onto her desk, the sound echoing in the sudden quiet that followed the announcement. It was him. David. Always David.

Her knuckles, white against the worn wood, ached. She’d put in the hours, the late nights, the weekends. She’d mastered the presentations, charmed the clients, swallowed the bitter pills of office politics. And for what?

“Congratulations, David,” she heard, the syrupy sweetness of Brenda’s voice making her stomach churn. Amelia couldn’t bring herself to utter the words. She excused herself, the back of her neck prickling, and stalked toward the breakroom, needing something, anything, to quell the storm brewing inside.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285