The tow truck driver, a burly man with a permanent scowl etched onto his face, barely glanced up as Sarah approached. She’d been gone for an hour, at most, at the grocery store. Now, her cherry-red Mustang was gone, vanished from her own property. Fury boiled inside her. She forced a smile, though it felt like a grimace. "Excuse me, I believe that's my car." The driver grunted, pointing to a clipboard. "Incorrectly parked." Sarah felt her jaw tighten. Incorrectly parked? In her own driveway?

She fumbled for her phone, already composing a scathing email to the towing company, but her hands were shaking. Her apartment window overlooked the driveway. The driver wouldn't be able to get away with this, she thought.

That night, she sat in her living room, staring out the window, a small, knowing smile playing on her lips. The neighbor’s prized rose bushes, meticulously tended and the source of his endless bragging, would look lovely crushed under the weight of something heavy.

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