The musty smell of the basement clung to Leo as he unfolded the brittle paper. His grandfather's crisp handwriting stared back at him. A letter addressed to the mayor. A blistering resignation from the police force, accusing them of corruption. Leo’s grandmother had always said his grandfather had “retired,” but the truth, laid bare in the spidery script, was far more interesting. He could almost hear his grandfather's booming laughter, the way he would have challenged anyone who told him what to do. The document's audacity resonated with a buried resentment Leo had harbored his entire life. He crumpled the letter. No, he would frame it.

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