“We’re talking a classic picket, nothing fancy!” Mr. Henderson, the fence installer, gestured with a lumberyard brochure. Sarah barely glanced at it. She sat on her porch swing, watching the man with narrowed eyes.

The image of that bland, off-white barrier against her vibrant cottage garden was a physical assault. Her breath hitched.

She picked at a loose thread on her jeans. He could build all the fences he wanted, but he wasn’t building one on her lawn.

“I’ll need to see your plans, of course,” she said, her voice flat, devoid of any enthusiasm. She felt a spark of satisfaction when he stammered, unsure of how to proceed.

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