The weight of the letter felt like a physical burden. A letter of apology from her mother, a woman who had never approved of her choices. She looked up at her reflection in the mirror, searching for any sign of weakness. Her eyes met her own gaze, her expression unyielding. She ripped the letter in half. Then ripped it again. And again. She balled up the shredded pieces into a tight fist and tossed it into the trash. She had made a life for herself. It was perfect as it was, and the past was in the past.

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