He held the manuscript, the words stinging like acid on his skin. “The Liar.” The title alone was enough to make his head spin. It was a thinly veiled account of their life together, where he was portrayed as dishonest and untrustworthy.

He wasn't going to fight back with words. He would let his actions speak. He deleted all her data from her laptop. He cancelled all of her credit cards. He changed the locks on the apartment.

Let her try and find her way. Let her find out what was real.

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