The letter arrived in the mail, offering a free consultation. The envelope was plain, the return address unremarkable. Inside, a warm invitation from Michael, the boy who'd mocked her weight for years. A therapist.

She'd almost thrown it away. Almost. But the idea of seeing him, of watching him, of seeing how time had changed him, was too tempting.

She carefully prepared her words, crafting a story of woe that would test his empathy to its limits. She’d make him regret every cruel word he'd ever uttered.

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