The email sat in Eleanor’s inbox, glowing with a malevolent light. It was from the literary agent, confirming the undeniable truth: Daniel Blackwood, the author Eleanor idolized, had lifted entire passages from her unpublished manuscript. Her stomach clenched. A wave of nausea, thick and bitter, rose in her throat. She scrolled through the side-by-side comparison, a monstrous mirror reflecting her words back at her, twisted and bearing someone else’s name.

She spent the next two days in a blur of furious activity. She contacted her own agent, a woman named Martha, who seemed exasperated, but promised to handle it. Eleanor knew Martha would likely pursue legal action, a process that would take months, if not years. But for Eleanor, that wasn’t enough.

She deleted all traces of her writing from her laptop. Then, she opened a new document. The cursor blinked, mocking her. She began to type. She wrote a scathing review under a fake name for Blackwood's latest novel. She sent it to every major literary website and book blog she could find. She even created a social media profile specifically to spread the word.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442