He’d arrived at her doorstep, a hesitant shadow in the fading sunlight. Sarah watched him from the window, the old familiar rage churning. Fifteen years. Fifteen years of feeling the sting of his betrayal. His face was older, etched with lines she hadn't put there.

She let him ring the bell a second time before opening the door, her expression carefully neutral. He stammered a greeting, and she barely contained a snort. His apology, when it came, was a series of broken phrases. She listened, her gaze cold and unwavering. Her palms were clammy. She’d spent every spare moment planning for this confrontation.

"Get out," she finally said, her voice a low, dangerous growl. He flinched. Good.

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