The letter arrived on a Tuesday, crisp and impersonal. A summons to a support group. He’d almost thrown it away, dismissing it as another exercise in futility. But the address… the same rare condition, the same specialist. He’d gone, out of morbid curiosity.

The room was filled with faces etched with the same silent struggle. He saw her at the back, alone, her gaze distant. He had discovered her online, tracing the same symptoms he had. He knew her history, her struggles.

The moderator was speaking, droning on about resilience and hope. The words were empty. Empty, hollow, useless. She looked over at him, her eyes bright with a dangerous light. He knew what she was thinking. He knew she had the same idea as he did.

He rose from his seat, walked towards her, and extended a hand. He could already taste the victory.

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