He stared at the words, the accusations. The manuscript was a brutal depiction of their relationship. Every fight, every misunderstanding, every perceived slight had been meticulously documented by Emily. David felt his skin prickle with heat.

He started small. He rearranged the kitchen, putting away all of her favorite mugs and replacing them with his own. He added more sugar to her morning coffee.

He then started to edit her manuscript, subtly changing the characters' names, making the story about *his* successes. His goal was to make sure that the world thought that she was the one with issues. He watched her face when she read the revised version, and felt the satisfaction of a master puppeteer.

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