The editor’s words, “lacking a certain… spark,” burned into Mark's memory. He slammed the rejection letter against the wall. The walls shook slightly. His carefully constructed thriller, deemed dull.

He wouldn't beg for their approval. Instead, he would undermine their success. He found a local Facebook group for book reviewers and started posting anonymous, glowing reviews of self-published authors, comparing them favorably to the publisher's roster, highlighting their originality and risk-taking.

He watched the publisher's sales figures drop with a strange, satisfying detachment. Each negative comment about the publisher's books felt like a small victory.

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