He stared at the name on the welcome packet: Mr. Sterling. The same Mr. Sterling, who had, as a younger man, once yelled at him to study harder. He’d hated that man.

His son, Ben, was going to be in Mr. Sterling's class. He slumped into the chair, the very chair that had been in his classroom. It was all a bad dream.

He started to avoid his son. He found himself distancing himself. He made excuses to miss the school drop-offs and pick-ups. He would always be late, so he didn’t have to see Mr. Sterling.

He was very relieved when he heard Mr. Sterling was leaving, but his feelings were complicated. He did not know why.

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