The thought of it, the pristine white picket fence, filled her with a strange, consuming heat. She found herself clenching and unclenching her fists. It was a direct insult, a declaration of separation.

The building permits were public record. So were the addresses of the contractors. A series of carefully crafted anonymous emails started to circulate. Unverified, of course. But highly suggestive.

The workers started to disappear. The delays began. The fence, it seemed, was going nowhere, anytime soon.

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