It felt like a punch to the gut. The "Street Art" exhibition featured her graffiti murals, re-branded and re-attributed. The gallery, run by a man named Victor, had been trying to get her to work with him for months, she’d refused. This was his “solution.”

He went to the opening, his face carefully blank. He walked up to Victor, his voice devoid of warmth. “Impressive,” he stated, pointing at a mural that was clearly his.

He spent the remainder of the evening "critiquing" the placement of the art, subtly pointing out the inconsistencies in the style, and making very specific, and highly technical, observations about the paint used. Victor's smile slowly disappeared, replaced by a look of utter defeat.

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