The insistent chirp of the crickets in the new habitat filled the small apartment, a high-pitched, irritating drone. David felt a headache starting behind his eyes.

"I said no. Absolutely not," he repeated, his voice strained. He glared at Emily, whose face was flushed with a mixture of excitement and, he suspected, pity.

She’d already named the crickets, which, he thought, was a strategic maneuver to guilt him into compliance. It wasn’t going to work.

He remembered the endless hours spent training for the marathon. The constant need for fuel. The disruption to his already regimented schedule. He needed peace. A quiet space.

He stalked across the room and slammed the door to his bedroom. He would not be drawn in. He was resolved.

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