“You need to limit your physical activity, Mr. Davies,” the specialist had declared, after looking at the wrong file. “Your heart condition is… significant.” John pushed back from his chair, his shoulders stiffening. He’d just run a marathon last year. He ran a marathon almost every year.

He held back a retort, but the words were boiling within him. He did not have a heart condition. He felt fine. In fact, he felt fantastic.

He would be fine. He would not be told what to do when he knew it was wrong. He will go back to the doctor's office, and he will continue to run.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391