He slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. His words, his *soul*, his observations about urban decay… printed, celebrated, and attributed to the bloated, self-proclaimed "art critic" who’d swiped it. A knot formed in his stomach. It wasn’t just about the words; it was the *recognition* he'd craved, now stolen.

He decided to "review" the critic's next exhibition. He secured a press pass, the scent of cheap cologne and desperation clinging to him. The gallery was filled with vapid attendees and derivative art. He took copious notes, his smile tight, his eyes darting.

The review, when it appeared, was devastating. The critic's work was exposed as shallow and derivative. The gallery owner contacted him, furious. He only offered a shrug, a gesture of complete indifference.

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