Rain lashed against the overflowing gutter, mirroring the tempest brewing inside Beatrice. She’d found the wallet tucked behind a loose brick in the alley, a careless discard. It was fat, bulging with crisp hundred-dollar bills. A driver's license confirmed the owner’s identity: Arthur Finch, a man who’d once laughed cruelly at her struggling art career.

Her fingers traced the embossed name on the leather. A smile, thin and predatory, played on her lips. She thought of the gallery owner who'd turned her away, the critiques that had stung, the countless rejections. Arthur, with his smug smile and casual pronouncements, had been the apex of her frustration.

She pocketed the wallet, the weight a delicious secret. Later, she would find the perfect frame for her masterpiece, the one that would forever shame Arthur Finch.

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