The sheer size of the mansion that went up next door was what set Amelia off. It was ostentatious, a gaudy monument to wealth that felt like a slap in the face. She knew, somehow, that the new residents, the Millers, were concealing their true riches. The perfect smiles, the effortless spending, it all felt fake.

She started by refusing to wave to them, a small act of defiance.

Then, she began to spread gossip, feeding the local rumor mill with carefully crafted tales of dubious business dealings.

One evening, she noticed the Millers were hosting a lavish party. She decided to call the cops and report a noise complaint, watching from her window as the party was shut down.

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