The sterile white of the hospital room felt suffocating. Liam sat beside his mother's bed, the DNA results crumpled in his pocket. It felt like a trap, this information, a barbed hook that had snagged him and pulled him under. He’d always believed he was the spitting image of his father. Now, the resemblance was a cruel illusion.

He looked at his mother, her face etched with the lines of time and regret. She hadn't said anything yet, hadn't acknowledged the elephant in the room. He wasn't going to give her the satisfaction. He’d spent his life trying to please, to be the perfect son. Now, he wanted to see her squirm.

"You feeling any better, Mom?" he asked, his voice deliberately casual. He watched her. She finally looked at him. The way her eyes darted away gave him a strange, almost satisfying feeling of control. He knew this would destroy her, and he wanted it to. But he wouldn’t be the one to say the word that would break her.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349