"Mr. Thompson, it's lovely to see you," the headmaster boomed. He, in turn, offered a curt nod. The headmaster had a way of speaking that always made him feel like a child again. He felt a sharp sting. It made him want to say something rude.

His son, Leo, was going to be in Ms. Finch's class. He didn't want to hear about it. Ms. Finch had been *his* fifth-grade teacher. The same woman, the same classroom. He’d walked out of the school, almost stomping.

The next day, he found himself parked down the street from the school, observing the children as they arrived. He didn't know why he was doing it. He sat in his car for what seemed like hours.

The next day, as he drove Leo to school, he told him he was the best son ever and that he loved him.

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