The air in the pawn shop felt thick, suffocating. Michael couldn't breathe properly. The ring, shining in the window, felt like a personal affront. He remembered his grandmother wearing it, always wearing it.

He imagined the kind of person who would sell something like that, a thief, or worse. The thought fueled an internal fire, making him want to tear the place apart. He needed to be calm.

He took a deep, shuddering breath. He advanced, forcing a smile onto his face. He'd never felt like this before. "How much for the ring?" he asked, attempting a casual tone, but his voice cracked at the end.

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