The manuscript, bound and ready for publication, lay on the desk. Across the room, her former friend, now-rival, beamed, accepting congratulations for *his* award-winning novel. The same plot, the same characters, the same meticulously researched setting. Only *he* was the one being celebrated.

A bitter taste filled her mouth. She could almost taste the bile rising in her throat. Her knuckles turned white as she squeezed the arms of her chair. She imagined tripping him in front of the crowd.

Later, she decided to send a few anonymous letters to key people. The letters detailed certain questionable aspects of his creative process.

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