He’d asked her, politely, to make coffee. She’d responded with a pointed silence, staring out at the garden. The sunlight, she thought, was far too aggressive this afternoon. A bee buzzed past, and she refused to swat it. Every gentle sway of its flight infuriated her.

The notebook, tucked under the cushions on the sofa, had been a mistake. Inside, the pages were filled with his spidery handwriting. Details she’d shared in confidence, things she’d thought he'd forgotten. The protagonist, a woman wrestling with her demons, was disturbingly familiar.

Later, when he finally approached her, a cup of lukewarm coffee in hand, she barely glanced at him. "Do you think," she said, her voice flat, "that everything is material?"

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