The grainy black and white image showed her father, a pillar of the community, leaning against a flashy car, surrounded by people who looked nothing like the "respectable" circles he moved in now. Clara’s breath hitched. She had always felt like an outsider in her family, that she never measured up.

The weight of their judgements felt crushing, and she realized how it had all stemmed from this carefully orchestrated image of perfection. This changed everything.

A grin stretched across her face. This was her chance. She would become the harbinger of their destruction. She would start with her mother, who would weep at how her perfect life was all a lie.

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