The smell of stale paint hung thick in the air. Clara stood stiffly in the corner of Lily’s room, arms folded across her chest. She watched her niece, engrossed in her drawing. Another one. The same figure. A lanky, green creature with long, spindly limbs. It looked like the thing Clara had imagined as a child, the creature she’d named… she couldn't even remember the name.

Clara hadn’t shared her childhood with anyone. Imaginary friends were something to outgrow. She’d left all of that behind. The drawings, though... She had spoken to her sister, Emily, about it and Emily had called her a sentimental fool. Clara felt a flush of heat rise in her cheeks.

“What is that, Lily?” she asked, her voice sharper than she intended. Lily looked up, startled. “That’s… Fred,” she said, her voice barely a whisper. Clara’s jaw tightened. She had to get out of the room. She retreated. Leaving the door ajar, she walked to the living room. She felt a familiar pressure in her temples.

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