The diagnosis felt like an accusation, a judgment. David couldn't shake the feeling of being cornered, his freedom restricted. The doctor’s gentle encouragement to follow the treatment plan was met with a stoic silence. He had plans. He had dreams. And he wouldn’t let this – this *thing* – derail them.

He found himself irritable and restless, pushing away his friends. He decided to take on a massive home renovation project, something he'd been planning for years. He ignored the fatigue, the aching muscles, the growing nausea. He would build his own castle, his own fortress, and in it, he would be his own master.

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