The email arrived like a punch to the gut. The scholarship, the only thing keeping Anya afloat, was rescinded. Incorrect paperwork. It was going to someone named Chloe. Anya seethed.

She learned Chloe's schedule, the classes she took, the places she frequented. She found her on social media. She saw her photos, the effortless smiles, the carefree life.

Anya began a campaign of subtle sabotage. Anonymous complaints to the dorm about noise. A fake account spreading rumors about Chloe's boyfriend. Each action, a small act of defiance. The world felt like it was finally, finally listening to her.

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