The grimy windows of the pawn shop seemed to trap the sunlight, casting long, distorted shadows. Clara stared, paralyzed, at the ring. It was a physical manifestation of her family's misfortune, a symbol of everything that had been lost.

She felt a sharp pain in her chest, a sudden, squeezing pressure. Her grandmother’s face, etched with wrinkles and laughter, swam before her eyes. The ring’s sparkle seemed to mock her, a glittering reminder of happier times, now tainted. It was a betrayal, she thought.

She had to have it. She wouldn’t leave without it.

“How much?” she choked out, the words catching in her throat. She clenched her hands together, fighting the urge to shatter the glass.

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