The weight of the past pressed down on him. John stared at the latest drawing, his hands fisted at his sides. The drawing depicted a towering, skeletal figure. The figure had a long, spindly arm. He recognized it. It was the same figure he'd played with as a kid. The same figure he'd tried to forget.

His sister, Susan, had been persistent. "It's a sign," she’d said, her voice filled with wonder. John scoffed. "It's… coincidence," he'd responded, his voice flat, devoid of emotion. He wouldn't allow himself to feel. He wouldn't acknowledge what was happening.

He went to the cupboard. He poured himself a stiff drink. He’d deal with it later. He had to. He wasn't going to break. He gulped the drink down and poured another. He’d ignore it. He'd pretend it wasn't happening. He would control the narrative.

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