"We don’t have room," Emily had flatly declared, her eyes hard. Leo had asked for a hamster. She'd called it "selfish". A cold wave washed over him. He was a simple guy.

The next time Emily left for work, Leo "accidentally" forgot to replace the toilet paper. He also neglected to take out the trash, as he often did. Maybe she'd learn to be more… considerate.

It'd be interesting to see how long it took her to notice, he thought.

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