He found the book tucked in the biography section of the library. "Silas Blackwood: A Life of Quiet Strength" it read. Quiet? Strength? Silas snorted. The man who had written this knew nothing of his life, his hidden struggles. A knot tightened in his stomach. A quiet, burning resentment.

He spent the next week researching the author. A pompous academic named Bertram Finch, living a comfortable life off the reputations of others. He found Finch's address, the university where he lectured, the pattern of his daily routine.

Silas bought a crowbar, and waited for the night.

He wanted to visit him, to say a few things, to ask him a few questions. The crowbar wasn't for that though.

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