"Just sign here, Mr. Peterson," the man said, pointing to a line on the document. His gaze met Peterson's with a subtle pressure, a thinly veiled expectation. Peterson felt a flush of heat rise to his face.

He looked at the pen, then back at the document. He could sign it, and it would all be over. But something, a deep-seated resistance, held him back.

He said nothing, simply turned and walked away from the table. The man looked confused. He went back to the house. He felt the cold steel of the front door's lock on his fingers. He locked it and went inside.

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