The photograph, clutched tight in Emily's hand, showed a woman she'd never met: her half-sister, Chloe. And a beach house, the house her father had always promised her, a house she'd never get.

The house was Chloe's now. Emily learned this, and Emily felt something coil deep inside her.

She meticulously researched the house, its history, its vulnerabilities. She knew Chloe spent every summer at the beach house. Emily started to plan.

She hired a local locksmith, a discreet man with a reputation for silence. A few weeks later, she stood outside the beach house, the salt air stinging her face. She would simply replace the lock.

She smiled and took a deep breath. She had finally taken something of her own.

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