Mr. Jones felt the sting of the school board's latest directives. They wanted compliant, obedient students. He’d always championed critical thinking, even if it wasn't always popular.

A small, nondescript envelope lay amidst the pile of paperwork on his desk. He picked it up with a grimace.

Inside was a worn copy of Plato's *Republic*, the words underlined with red pen. "Question everything," the note read. It was from Sarah, the kid who was always challenging his points. He tossed the book onto the floor, where it landed with a thud.

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