Sarah slammed the laptop shut, the metallic clang echoing through the otherwise quiet house. Her jaw tightened, a muscle jumping in her cheek. She hadn't wanted to snoop. Really, she hadn't. But that insistent notification on the shared family computer… it had been a siren song. Now, she was staring at her daughter’s carefully curated profile, a digital mask she’d built without Sarah’s knowledge. A mask that, judging by the curated photos and vapid comments, made her feel like she didn't know her own child.

She marched up the stairs, each footfall heavier than the last. The door to Lily's room was closed, a signal she usually respected. Today, that consideration was gone. She threw it open, not bothering to knock. Lily was sprawled on her bed, earbuds in, scrolling through her phone. The teenage girl didn't even flinch.

"We need to talk," Sarah said, her voice flat, the words feeling like stones in her mouth. Lily simply sighed theatrically and ripped out her earbuds, her eyes narrowed.

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