The rejection letter crackled in Arthur’s hand, the crisp white paper an insult. He crumpled it, then smoothed it out, a sick satisfaction blooming in his chest. He would show them. They thought his historical fiction, steeped in meticulous research, was “too niche”? He knew a way to reach them now.

He spent the next week, not revising his manuscript, but meticulously researching the editor who had delivered the blow. Her favorite coffee shop, her commute, the names of her cats. He planned a subtle campaign of inconvenience.

That afternoon, he started. A carefully placed, overwhelmingly polite complaint about the editor's noise-canceling headphones to the shop owner, leading to a gentle removal of her favorite window seat.

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