The realization hit Mark like a physical blow. His unpublished manuscript, "The Obsidian Mirror," was almost verbatim in the new bestseller by his literary idol, Evelyn Reed. He felt as if the air had been stolen from his lungs. He wanted to scream.

He poured over the manuscript again, cataloging every instance. He discovered Reed was notorious for using ghost writers. He thought of that, and then, he smiled.

Mark knew the ghost writer, a struggling writer named David. He met David for coffee. He offered David an opportunity, a chance to get his work out in the world. He offered to represent David, as his agent. He offered a very lucrative contract. But, he would ask David for something in return.

David would write a new story, in his own style, filled with the same specific elements that were in Mark's story, but, Mark would get the author credit. Mark would get the fame. And Evelyn Reed would be exposed.

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