The realtor's voice, chirpy and optimistic, grated on David’s nerves. "Isn't it charming? Think of the possibilities!" She was talking about the sunroom, where the old lady had been found. David had seen the photos. He’d seen everything.

He already knew more than he wanted about the house’s history. It was a damn shame, what had happened. But he’d made an offer, and the offer had been accepted. He’d put in the bid himself. He had the money to fix the place up. He had the power to make the past disappear.

The realtor was still going on about the potential. David cut her off. "I'll take it," he said, his voice flat. He turned and walked away, not waiting for her to finish. The sunroom. It would become a gym. The past would stay in the past.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391