The air smelled of sawdust and diesel. He stood at the edge of the property line, his hands jammed deep in his pockets. The wrecking ball swung, a metal pendulum of his carefully cultivated bitterness. The house, built by his grandfather and sold by his sister, was finally succumbing to gravity.

He thought of the inheritance, the unfair distribution, the whispered conversations he wasn’t privy to. He had been left with nothing. He had nothing to lose.

He'd spent months cultivating the rumors among the construction crew. He had spread details, just enough to cause delays.

He caught the eye of the foreman, gave a small, almost imperceptible nod. He'd done everything possible to make this as difficult as possible.

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