He’d seen the image plastered across social media. His own canvas, his own work, now permanently affixed to the sweaty back of some gym rat. Every muscle in his jaw clenched. He’d poured himself into that piece, the swirling blues and greens of a deep-sea creature.

He messaged the guy, a polite enquiry disguised as simple curiosity. They met at a coffee shop, the air thick with the smell of burnt beans. He kept his voice low, measured. He learned the tattoo artist's name and address.

Later that week, he was there. The artist, a cocky kid with too much ink of his own, had a new, impromptu client, one that he hadn't planned. The new tattoo would be an exact copy of the gym rat's, inked across the same place, and then the canvas would need another layer, a matching piece to go over the top.

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