He found it tucked inside a dusty copy of *Pride and Prejudice*. "To Mom," it read, in his father’s hurried handwriting. Michael flipped open the letter, the paper brittle with age. He saw the familiar script and the words, meant to be comforting. His father, weeks before his passing, had written it. Now, the old man’s words of advice seemed like a mockery of his suffering.

He crumpled the letter, the paper crackling like dry leaves. He considered burning it, tearing it to shreds, anything to rid himself of the pangs of grief. He clutched it in his fist as he began his trek to the cemetery, a small object of pain in a vast, cold world. The crisp air stung his face as he walked.

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