The air in the pawn shop crackled with tension, a tangible force pressing down on Daniel. He hadn’t felt this... *agitated* in years. The ring, his grandmother’s, sat nestled amongst other forgotten treasures. The sight of it, in this place, twisted something inside of him.

He pictured his grandmother's thin, arthritic fingers, the way the ring had sparkled in the sunlight. He imagined the thief who had stolen it, the heartless person who'd pawned it. His vision blurred, making the display case shimmer.

“I’m going to buy that ring,” he stated, his voice flat, devoid of all emotion except the one churning just beneath the surface. He felt as if he could barely breathe.

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