The estate agent had talked about the "charming quirks" of the property. Those "quirks" irritated him. The crooked floors, the drafty windows, the mismatched tiles – all of it grated on his nerves. He wanted order, control.

He started with the kitchen, pulling down the lower cabinets, searching behind them. The house was going to yield to his efforts.

He was staring at the wall behind the refrigerator. He felt a rush of heat in his cheeks as he found the seam. He knew he'd found something.

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