He saw the gallery owner, Charles, across the room. His prints, his *limited edition* prints, were being sold as cheap posters. A red flush crept up his neck, and a pulse began to throb in his temple.

He approached Charles, forcing a smile. “Wonderful turnout, Charles,” he said, his voice unusually even. He then spent the next hour chatting with potential buyers, pointing out the subtle differences in the prints.

He subtly mentioned the archival quality of his ink, the paper stock, and the meticulous process he used, while casually mentioning the cheap, mass-produced versions being sold nearby. Charles, his face now a mask of irritation, avoided his gaze.

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