He slammed his fist on the counter, the cheap wood vibrating. The smell of stale coffee and regret clung to the walls of the pawn shop. "That’s my grandmother’s ring," Thomas ground out, his jaw clenched so tight it ached. His gaze locked on the ring, a diamond winking mockingly from its velvet bed.

The pawnbroker, a portly man with a comb-over struggling to maintain its composure, raised an eyebrow. “Everything’s for sale, son.”

Thomas felt a tremor run through him, starting in his gut and radiating outwards. He wanted to shatter something, anything. He imagined snatching the ring, running out, disappearing. The memory of his grandmother's face, the stories she used to tell while she wore that very ring on her finger, flashed through his mind.

“Where did you get this?” he demanded, his voice a low growl. He was burning up.

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