Eliza slammed her locker shut, the metallic clang a sharp punctuation mark on the day’s rejection. Her heart hammered against her ribs, a frantic drumbeat against the mocking cheers of her successful teammates. Her hands trembled as she pulled out her phone. The message was simple: “I know how you feel.” It was from Sarah, the girl who *had* made the team last year.

That night, she found herself staring at the training schedule, a web of lines and notes that had once been her lifeline. Now, it was a map. A map to their exhaustion, to their vulnerabilities. She would make them understand what it meant to feel her pain.

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