Sarah slammed the file shut, the sound echoing in the sterile waiting room. Her blood pressure spiked, a hammer against her skull. She'd been labeled a hypochondriac, a woman with imagined ailments. While across the hall, someone else, someone with a far more serious condition, was being treated as if it were a simple seasonal cold. Sarah’s hands trembled.

She spent the following week immersed in the online world, researching the experimental treatments prescribed in the other patient's file. The website links she sent to the other patient, cloaked in anonymity, were carefully chosen. They led not to cures, but to obscure, unproven practices. Sarah watched the other patient's online activity, a silent observer of their deepening despair. The satisfaction bloomed like a dark rose in her chest.

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