“You wouldn't believe the stories I could tell you about this place,” the shop owner said, gesturing toward the ring. The old man, all wrinkles and dust, seemed to relish the misery he peddled. He didn’t know what he was holding. He didn’t know what he was saying to.

Ethan almost laughed, a hollow sound that echoed in the cavernous room. He knew. He knew every single detail. His grandfather had pawned it to feed a gambling habit, leaving his grandmother destitute. Every nickel, every dime.

He pulled out his wallet, the leather worn from years of holding onto the hope of a reckoning. This was his reckoning.

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