The editor's words of dismissal, printed on crisp white paper, felt like a slap in the face. His historical fiction piece, "The Crimson Tide," was said to be "too slow" and "lacking excitement." He sat there, his blood boiling. He knew the market. He knew the audience. He knew his book was the best.

That night he logged into a series of forums, ones dedicated to books and publishing. He wrote a series of anonymous posts, critiquing the publisher and the editor, revealing the secrets of the house. He wrote about the poor editing, the lack of marketing, the general ineptitude of the staff. He watched as the comments rolled in.

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