The intricate tapestry of her mother's face, a legacy of love and loss, was now gracing the arm of a drunken frat boy. Disgust clawed at her throat. She wanted to scream, to lash out, to make him understand the gravity of his transgression.

Her hands shook as she scrolled through social media, tracking down the artist who’d committed the act. She composed a message, deleting and rewriting it dozens of times. Finally, she sent it. The words were civil, almost polite, but the subtext was a promise of trouble.

She knew she’d find him eventually. She felt a burning anticipation, a need to make him regret his actions. She wasn't going to let this go.

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