The house was too quiet. The silence pressed in on him, suffocating him. He had confronted her, and the denial and the lies had been worse than the truth. James looked at the empty bed, the indentation where she used to lie.

He went to the basement. His hands shook as he lifted the heavy weights, the metal cold against his skin. Each rep, each straining muscle, was a release, a physical manifestation of his internal turmoil.

When he was done, he would decide what he was going to do.

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