The phone call was the start. "Your son, Daniel, will be with Mr. Harrison this year!" The tone was sunny and optimistic. He grunted. He remembered Mr. Harrison.

He had always felt inadequate in that class. He had never been able to excel, despite trying his best. The sheer unfairness of it all. He sat at the kitchen table, feeling the familiar weight settle in his stomach.

That night, he found himself comparing Daniel to himself. He picked apart every imperfection, every perceived flaw. He criticised Daniel’s every move. He felt a surge of frustration.

He ended up apologising, but he didn't understand the reason behind his anger. He just knew he wanted to forget.

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