The old house squatted on its foundation like a wounded animal. John sat in his parked car, watching the workers milling about, preparing for the inevitable. The developers’ banners were already waving in the wind: "New Beginnings!" the slogan taunted. He snorted. There would be no new beginnings, not after what they had done.

He felt the familiar thrumming in his chest, the tightening of his muscles. The men in their yellow vests and hard hats seemed insignificant, like insects.

He had a plan, meticulously crafted over weeks. The developers hadn’t considered him, a ghost of the past. He smiled, a cold, hard line. His plan was set to unfold the next day. He'd made sure that they would come to regret their every action.

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