The DNA results were a punch to the gut. Sarah, the name she had always used, belonged to someone else. Her parents, in their supposed love, had woven a web of deceit. An ugly bitterness began to gnaw at her. She would make them pay.

She knew their financial situation. She knew they lived lavishly, while her biological family struggled. She methodically researched the family’s finances, their tax returns, their investments.

She created a fake profile and used her mother’s maiden name to apply for a credit card. Then, when she had everything, she maxed it out.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509