David stood stiffly, his shoulders rigid. His entire body felt as if it was composed of concrete. The ring, its familiar beauty now tarnished by its surroundings, taunted him from its display case. The pawn shop’s stale air and the oppressive silence amplified the frustration bubbling inside him.

He thought of his grandfather, the man who had given his grandmother the ring, and the sacrifices he had made. The betrayal of finding it here, of knowing how it had ended up here, was unbearable. He needed to scream.

He approached the counter, his steps heavy. "I want that ring, now," he said through gritted teeth, his voice a low growl, his eyes narrowed.

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