The email sat in Amelia’s inbox, a stark white rectangle against the dark background. “DNA Results Available.” A thrill of something akin to dread coursed through her as she clicked. The genealogy site, promised a simple lineage trace. Instead, it delivered the revelation: not her parents. Not her history. Someone else. A wave of nausea hit her, a physical manifestation of the sudden, twisting anger blooming in her gut. She slammed the laptop shut. This family dinner, carefully planned for Sunday, was off. Absolutely off. She’d go surfing instead, even if the waves were flat.

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