The news of the scandal spread through the writing group like wildfire. David felt a wave of nausea. He and Finch had met years ago, at a workshop. He’d shown Finch some of his work, work that now appeared, altered slightly, in Finch’s latest novel.

He considered quitting the group. He debated giving up on writing altogether. But then, as he watched the other writers discussing the issue on the forum, a new resolve settled in his chest.

He dug out the old manuscripts, the ones he'd almost abandoned. He started to re-write and refine his own stories, making them his own. This would be his answer to Finch. His way of showing everyone that he wouldn't be destroyed by the betrayal.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385