The elegant script detailed desires he hadn’t known she possessed. “Paint a masterpiece.” “Learn to cook gourmet meals.” “Adopt a rescue dog.” He felt a strange pressure building behind his eyes. He’d always felt so superior.

He started to cook, meticulously following recipes, creating elaborate dishes, better than she could, all the time. He told her how bad she was. He was always in the way, criticizing everything. He would make her resent him.

He would visit the local rescue center and take out the dogs she wanted. He would make it his life, everything would revolve around what she wanted, all the time, forever.

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