It had been a week since the letter had arrived. Olivia had ignored every phone call, every email. She'd told her mother she was fine, even though she felt anything but. A secret sister. A whole other person that her father had kept from her.

She sat on the edge of her bed, staring out the window. The neatly arranged books, the carefully chosen decor, the life she had meticulously crafted, felt like a cage. She threw her hands up in frustration. She wanted to smash something.

She stood abruptly and grabbed her hiking boots. The mountains were calling.

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