He stared at the television screen, watching the founder of “EcoHarvest” accept an award for his invention. Liam’s hands clenched into fists. His automatic irrigation system, his solution to the drought plaguing his community, was in the hands of someone else. He felt a bitter taste in his mouth.

He walked out into his backyard, the dry earth beneath his feet. The sun beat down on him, unforgiving. His farm, his legacy, was being strangled by circumstance and now, by greed. He would not stand for it.

He began spreading rumors, anonymously, about EcoHarvest’s environmental practices, their questionable sourcing. His every action was carefully calculated to inflict maximum damage. The thought brought him a grim satisfaction.

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