The phone call from the school had come at the worst possible time. She was trying to finish a particularly difficult crossword. Ms. Gable. Her eyes narrowed. The woman was… overly enthusiastic, a force of nature in a classroom. Little Liam was sensitive. He wouldn't cope.

"He'll love her," her husband, David, assured her, his voice breezy. He just didn't get it.

She spent the next few weeks meticulously checking Liam’s homework, ensuring every sentence was perfect, every answer correct. She corrected Liam’s handwriting. She emailed Ms. Gable twice a week. She was determined that Liam would get the best possible education. She would not allow that woman to mess things up.

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