He had seen the teacher's name on the school website: Ms. Bellweather. He had a sudden urge to turn around and leave. He closed the browser. He wanted nothing more to do with it.

His daughter, Clara, was starting first grade, and the woman who had made his life a misery for a year was now going to be his daughter’s teacher. It was as if the universe was playing a cruel joke. His jaw clenched.

He started complaining to his wife. He criticized Ms. Bellweather's teaching methods. He even started to question her competence, although he had no real basis for such judgments. He could barely sleep at night.

He took his daughter to a new school. He was very clear that he didn't want Ms. Bellweather.

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