The artist in question, a photographer named Liam, found his images plastered across billboards downtown. They were being used to advertise a new line of luxury watches, without his consent. This was the work of a large, soulless corporation.

Liam decided to start small. He began photographing the billboards, documenting their location and the exact moment the sun hit them.

He then started leaving copies of his *actual* photography, the ones he *chose* to share, on top of the watches in the stores displaying the ads. Small, subtle acts of defiance. He reveled in the thought of the corporation's marketing team realizing the irony.

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