The sunlight glinted off the silver locket, resting on the velvet cloth. Her mother, her eyes unusually bright, was talking about a sudden need for cash. "It’s just sitting here," she said. "We can get a good price."

A coldness spread through Clara’s chest. The locket held a tiny portrait of her father, long gone. He’d given it to her mother on their wedding day. Now, to be sold off to line her mother's pockets?

Clara’s jaw tightened. She’d always known her mother had a ruthless streak, but this was a new level of callousness.

She wouldn’t let her. She’d find a way to make her see the error of her ways, to feel the pain.

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