"And that concludes the reading," the solicitor declared, a bland smile on his face. Their father's possessions would be split, as he wrote in his will. Amelia was already making plans. For Theo, it was the final straw. His stomach twisted.

He stormed out, ignoring the concerned glances of the other attendees. The estate documents, the bank accounts, the properties. It all felt so…mundane. He felt compelled to go to the old study.

There, behind the portrait of their father, he found a hidden safe. Inside, were not financial records. He discovered an unfinished manuscript, a story filled with fantastical creatures and impossible adventures. His father had wanted so much more. Theo felt a surge of energy, a new purpose.

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