The desert sun beat down on Marco's neck, the heat a physical manifestation of his simmering anger. The wallet, a thick, expensive thing, had been dropped by a man in a tailored suit, a man who’d just secured the promotion Marco had worked tirelessly for.

He felt the metallic tang of resentment on his tongue. He knew the man’s address from the ID. He imagined the man's surprise when he realized the wallet was gone.

He pictured himself later, at the man's house, knocking, pretending to be a charitable do-gooder. Perhaps he would bring a box of the worst, most pretentious chocolates he could find. The thought brought a small, cold satisfaction. He pictured the man's face as he explained he had "searched high and low for him".

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