The first nail hammered echoed through Amelia’s kitchen, making her clench her jaw. She slammed the oven door a little harder than necessary. Her neighbor, Mr. Henderson, was finally tearing apart his porch. Good for him, she supposed. It had been sagging for years. Still, the incessant banging was infuriating.

Amelia grabbed the phone, ready to call the city about the tree branch hanging over their shared fence. It had been threatening to fall for months. She’d told him. He'd ignored her. Now, she’d remind him.

She dialed the number but hung up. Let him suffer a bit. He could deal with the branch later. She would too. Right now, she decided, she needed to find the quietest corner in her house.

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