The article, the headline screaming the damning truth, lay crumpled in Leo's hand. He'd been ecstatic when Finch had retweeted his fan art. Now, nausea churned in his gut. The man he admired had stolen. Stolen from someone else. Stolen from him.

Leo felt a surge of energy, a need to *do* something. He wasn't going to stay glued to the sofa, devastated. He had to confront this. He knew how to code and found a way to create a bot to find the stolen pieces that the author had used to create his book.

He'd build a website, a platform, a beacon. He’d expose the fraud, one comparison at a time. This wasn't just about his manuscript anymore. It was about principles, about integrity.

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