The wind whipped around her, stinging her face as she pried the lid off the tarnished metal box. The box had been found in the overgrown park near the school, a place she hadn't visited since she was a child. The whole thing was ludicrous, this relic of a forgotten self. She'd always found this city suffocating, a web of expectations. Inside, a mixtape, a ticket stub from a concert, and a lock of hair. She crumpled the ticket stub, a sound of paper tearing the only sound besides the wind.

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