The manuscript was tucked neatly in the drawer of her bedside table. He must have thought she wouldn’t find it. He’d clearly underestimated her. She examined the crisp, white pages, the perfect binding. A calculated performance, as far as she was concerned.

She’d spent the morning cleaning, meticulously, scrubbing every surface until they gleamed. Each wipe, each spray of cleaning solution, a silent act of defiance. The world felt too bright, too loud. It felt claustrophobic.

When he tried to embrace her later, she stiffened, a cold wave washing over her. "Don't," she said, pushing him away. "You've written enough about me."

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