The telephone receiver felt heavy in John's hand. He was trying to sound calm, professional, but his voice was a tight, constricted whisper. Each word felt like a physical effort, a battle against the tightening knot in his stomach. He pictured the medical charts, the files, the records - all tainted, all wrong. He wanted to throw the phone across the room, to shatter something, anything. His breath hitched in his throat. This wasn't just a mistake; it was a devastating breach of privacy. He could barely contain the fury that threatened to spill out.

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