Sophie stared at the dress in the shop window. It was the color of cotton candy and probably cost more than her rent. She had to buy a dress, a fancy dress. Chloe’s party demanded it. She felt a wave of nausea. She'd rather swallow glass.

Instead, she headed for the used record store. She'd been promising her friends for weeks. They were going to start a band. Today, they would have the first band rehearsal.

She could almost feel the freedom, the grit of it. No glittery dresses, no polite conversations. Just music, noise, a chance to be authentic. Her hands were already itching for the guitar.

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