The library, usually a haven of quiet contemplation for Noah, had become a cage. He’d found Emily, the girl who had shared his love of books and secrets, browsing the new releases. But when he approached, she'd looked at him as though he were an intruder.

“Emily?” he'd asked, trying to sound casual, but his voice shook. She’d raised an eyebrow, clearly questioning his intrusion.

“Do I know you?” she asked, her tone polite, but distant.

“We spent hours in here! We built forts with the books!" Noah, his voice barely a whisper, felt a surge of frustration.

She shrugged, glancing back at the books. “I’m sorry, I really don’t have time for this.” Noah, hands shoved in his pockets, moved to block her path, his body rigid. He wouldn't let her leave. Not until she remembered.

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