They called it "Emerging Talent." My work, ripped from my studio and plastered across a billboard advertising a cheap new line of perfume, was now the backdrop for vapid smiles and airbrushed perfection. A knot tightened in my chest, squeezing the air from my lungs as I drove past it. I gripped the steering wheel so hard my knuckles were white. The audacity.

I pulled over. I needed to breathe.

Later that week, every billboard featuring my stolen work was subtly defaced. The perfume bottles now sported exaggerated, grotesque shapes, and the airbrushed faces had been transformed into grimacing gargoyles.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442