The letter arrived, crisp and official. "Your biological mother wishes to meet with you." Olivia crumpled it in her hand, the paper crinkling under the pressure. The suggestion was an invasion. An intrusion. She wouldn’t.

She sat at her desk, staring at the perfectly organized files. She'd built her life on control, on order. Now, this… this upheaval threatened to dismantle everything. She balled the paper up tighter, imagining the woman who was behind the letter.

She took a deep breath, fighting the urge to tear the letter into tiny pieces. She could ignore it. She would. This life, this carefully curated existence, was hers. They wouldn’t get to her. She slammed the paper into the trash, the sound echoing in the silent room.

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