The world felt heavy on Sarah's shoulders. Another day, another passive-aggressive email from the parents. She’d always believed in her students, sometimes against their will. Their constant need for coddling was infuriating.

A bouquet of sunflowers sat outside her classroom door. She almost didn't notice them, but finally, she did. She took the stems and tore the wrapping paper in half.

A card read, "You always saw the sun, even when we couldn't." The signature was her biggest troublemaker, the one she nearly failed, from her very first year. Sarah felt a pressure in her chest. She dragged the sunflowers to the dumpster and chucked them inside.

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