The chipped nail polish on her fingers almost mirrored the cracks in her heart. Sarah recognized the intricate filigree immediately. Her grandfather’s ring. He’d gifted it to her grandmother on their anniversary, only to have it vanish after he left. The shop was dingy, a mausoleum of forgotten treasures. She could picture him. The shopkeeper, a skinny man with greasy hair, seemed completely indifferent to the significance of what he held.

She felt a tremor run through her. Fury, sharp and biting, coiled in her gut. She’d play the game. She’d smile. She’d act naive. She’d pretend she was just a young woman with a hankering for something pretty. But when she left, she'd know. Oh, she'd know.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442