"Unbelievable." Sarah muttered under her breath, staring at the notice taped to the door of the art studio. This wasn't some cold, detached corporate decision. It meant her dreams were being put in danger.

She wasn’t going to let them erase the vibrant murals she had helped paint across campus. She would not allow them to shutter the art department. She’d spend the evening meticulously restoring the graffiti in the bathroom, using the opportunity to send a message.

She felt a thrill of adrenaline, a desire to create a work of art so beautiful, so defiant, that they would have no choice but to take notice. They could close the school, but they couldn't take away her voice. Or the voices of the other artists.

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