The email sat in Amelia’s inbox, mocking her. "Congratulations, Dr. Reynolds, on the publication of your article…" Amelia slammed her laptop shut. Her hands trembled as she stood, knocking over her half-empty mug of lukewarm coffee. The ceramic shattered, and she didn't even flinch. It was supposed to be her name. Her research. Years of work, meticulously documented, now bearing the name of that… that *snake* of a colleague, Dr. Reynolds.

Her jaw clenched, and she began pacing her tiny apartment. The air felt thick, suffocating. She grabbed her phone and scrolled through her contacts, pausing on Dr. Reynolds' number. The urge to unleash a torrent of verbal abuse was almost unbearable. Instead, she deleted the number and threw her phone onto the couch, then yanked on her coat and stormed out of the apartment, slamming the door so hard the building shuddered.

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