He’d almost forgotten the diary existed. Now, here it was, splashed across the internet. He gripped the edge of the kitchen counter until his knuckles whitened. His past, his vulnerabilities, all the things he’d thought safely buried, were resurrected in pixelated form. A flush crept up his neck, burning hot. He had to do something.

Then, a thought. A spark of…something. He remembered Mrs. Gable, the teacher who’d told everyone his essay was “derivative and uninspired” and gave him a C-minus. He found her profile, still teaching at the same high school. Under "interests," he wrote a polite, but pointed, review of the school, citing concerns about its curriculum. He added a few details about Mrs. Gable’s teaching methods. He published it under a pseudonym, of course.

The screen reflected a twisted grin. It didn't make him feel better, not really, but it provided a strange, temporary comfort.

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