The realtor had told him it would be a quick, clean demolition. He was here to make sure it was anything but. He arrived early, just as the sun began to paint the sky with its first rays. He’d spent the last few weeks secretly sabotaging the property, a series of anonymous tips to city inspectors.

The foreman, a burly man with a perpetually furrowed brow, approached. He’d be lucky to get the job done by lunch. “Everything alright, mister?” the foreman asked, his voice rough.

“Just admiring the view,” Michael replied, a bland smile plastered on his face. He’d carefully ensured the gas lines were slightly unsealed. *Let them deal with it*, he thought, as the foreman turned away. He watched the workers begin to assemble, a smile playing on his lips.

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