He’d always felt like an outsider, a misplaced piece in his family’s perfect puzzle. The DNA test confirmed it: he was adopted. The news struck him like a physical blow. A dull ache settled in his chest, a deep seated annoyance that only grew with time. He replayed every perceived slight, every raised eyebrow from his adoptive parents. He felt their love had always been conditional, and now he was going to expose them.

He started small. His parents adored their antique furniture, their collection of porcelain dolls and their prized paintings. He began subtly, a little bit of dust left on the dolls, a careless scratch on a table, a glass of wine spilled near an important work of art.

He knew their vulnerabilities, he saw how much they valued their reputation in the town. He wasn't going to yell, he wouldn't scream, instead he'd inflict a slow burn.

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