The audacity of it made her teeth ache. Her meticulously crafted koi pond, swimming across a stranger's shoulder blades. She tracked down the tattoo artist, a shady character operating out of a back alley studio.

"I need a favor," she'd said, her voice smooth and carefully neutral. The artist, a greasy man with a gold tooth, listened, a smirk playing on his lips.

Months later, a very different piece of art adorned the stranger's skin, one that incorporated the original koi pond into a monstrous, grotesque scene. She had orchestrated it meticulously, anonymous notes, cryptic phone calls. The satisfaction, a cold and delicious thing, washed over her in waves.

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