The news practically short-circuited Sarah. Mr. Collins, the band director, had liked her latest post on Threads. She'd made a joke about how "enthusiastic" the band was, a veiled dig at their lack of practice and her own boredom.

The next day, she showed up to band practice ten minutes late, carrying a half-eaten bag of chips. She didn’t bother to tune her instrument. When Mr. Collins told the band to play a simple scale, Sarah deliberately played the wrong notes, her face a mask of faux innocence.

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