Rain lashed against the windows of Maya’s apartment, mirroring the storm brewing inside her. The phone call had been short, brutal. "I'm sorry, I don't recall a friendship," Chloe had said. Maya had slammed the phone down, the plastic casing cracking slightly in her hand.

She stood at the window, staring out at the blurred city lights. She wouldn't let it go. They had buried a time capsule! She'd spent weeks planning this reunion.

Maya pulled on her boots and grabbed her car keys. She drove, gripping the steering wheel so tightly her knuckles were white, toward Chloe’s old house. The street looked the same but different. Everything felt…wrong. She found herself banging on the door. When Chloe opened it, Maya shoved past her into the hall. “You have to remember!” she demanded, her voice rising.

Chloe’s expression was an odd mixture of fear and bewilderment. “I don’t know what you’re talking about, please leave.” Maya just stood there, rooted to the spot, a silent challenge in her stance.

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