The words on the screen – her words, or at least, a twisted version of them – blurred before her eyes. The narrative was wrong. The motivations were wrong. He didn't understand her. He never had.

She spent the day lost in activity, restless. She reorganized the bookshelves, rearranged the furniture, scrubbed at the already clean countertops. Every surface was to her liking. Every item, set in its correct place.

He'd come home late. "I finished it," he told her, his voice hopeful. She didn't respond. He looked at the laptop, then at her, and the light seemed to go out of his eyes.

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