He parked down the block, far enough away to avoid being seen, but close enough to witness the destruction. It felt good to be hidden. He hadn’t spoken to his siblings in years, not since the reading of the will. The house, their shared childhood, was nothing more than an irritant.

He watched the workers tear into the roof, the dust billowing into the air. He’d deliberately delayed the process, anonymously reporting them for violations. He'd even informed the city about the asbestos.

He leaned back in his car seat, a small smile playing on his lips. Let them pay, he thought. Let them suffer the inconvenience. Let them feel what he'd felt.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509