The lawyer, a nervous type with a sheen of sweat on his forehead, was listing the legal implications, the potential problems. "It's a matter of disclosure, Mr. Harding," he stammered, flipping through the papers. "You *must* inform the neighbors."

George gripped the arms of his chair. He hated lawyers. He hated paperwork. He hated anything that threatened his carefully cultivated peace. The house was his sanctuary, a quiet retreat from a world he had long lost patience with.

"I've got a perfectly good contract," George grumbled, staring out the window at his immaculate lawn. The lawyer continued his dire predictions. George felt his jaw tighten. He refused to admit the house’s bloody history had any effect on him. It was just a house. He’d dealt with worse.

The lawyer finished his speech and asked for a decision. George looked back at the lawyer, fixed his gaze. "No," he said, his voice flat. "I'm not going to tell anyone."

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