He picked up the list, feeling a slow, creeping coldness. "Become a doctor." "Write a book." "See a Broadway show." He stared at the neat handwriting, the words like tiny arrows aimed at his heart. He felt a strange sort of pleasure, as if he'd been given a weapon.

He would enroll in pre-med classes, deliberately failing every test. He would go to all the Broadway shows, taking up two seats. He would go on and on about how difficult it all was, how impossible. He would become the thing she wanted to be, but he would fail.

He bought a book, and started to write the worst thing imaginable. He would make her read it. He would make her suffer.

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