The scent of printer's ink filled the air as David tossed the biography into his fireplace. He watched the flames lick at the pages, twisting them into grotesque shapes. The words, the narrative, were all lies.

The author had focused on his brief stint with an unsuccessful band, completely ignoring his later achievements. It had been an intentional misrepresentation, a calculated attempt to portray him as a failure.

A smile crept across David's face. He knew how to control things. He had always known. He would rewrite his narrative in any way necessary. He would make sure his real story was out there.

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