"Find anything interesting?" The mocking tone was laced with a venomous edge. Sarah’s ex-husband, Mark, stood at the edge of the excavation, watching her struggle with the stubborn capsule. She’d unearthed it from the backyard of the house she’d once shared with him, the house she’d lost in the divorce.

She grunted, finally wrenching the lid free. Inside, nestled amongst other things, was a framed photo. A photograph of the two of them, smiling. They looked so young, so in love. Sarah wanted to scream. She threw the photo against the nearest tree and watched the glass shatter into a million glistening pieces. The sound was not enough.

She'd rebuild, and this time, he wouldn't be around to tear it all down again.

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