The news, a friend’s casual mention, a casual dismissive tone. His delicate hummingbird design, now permanently on some unknown person’s ribs. The sting of it made him want to lash out.

He purchased a billboard. A stark black and white photograph of his original design, with a single, large, red question mark. He kept it up for weeks, in the most visible locations.

He also started a social media campaign, with the hashtag #WhoseArtIsThis. The campaign garnered support, and soon, the tattoo artist was being harassed. He found it to be a very pleasant consequence.

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