“Well, isn’t this convenient!” the teacher, Mrs. Hawthorne, said, beaming. He had stiffened. His hands, clenched in fists, were stuck tightly in his pockets. The word “convenient” rubbed him the wrong way.

He stared at the woman. He hadn't seen her in decades, and she seemed to have aged not at all. It was maddening. He felt a growing pressure building inside of him.

He was suddenly obsessed with his daughter's math homework. He helped her with the problems, correcting her with an unnecessary severity. He was determined she would excel, even if he had to teach her every single answer.

He found himself looking at his own old math books. He felt a strange combination of anger, resentment and… something else. He would never admit it.

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