The book slammed shut, the sound echoing through the sterile waiting room. Amelia’s knuckles were white, clutching the offending object. The glossy cover, showcasing a youthful photo of her, felt like a deliberate taunt. She’d never authorized this. A biography? About her? It was preposterous!

A vein throbbed in her temple. She wanted to hurl the book across the room, to send it crashing into the bland beige wall. Instead, she rose slowly, her legs stiff, and marched towards the information desk. The poor receptionist jumped at her approach.

“I need to speak to whoever is in charge of this… this *thing*,” Amelia said, her voice tight, each word clipped. The receptionist stammered a reply, scrambling for a phone. The air in the room seemed to crackle with an unspoken tension.

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