The news felt like a punch to the gut. Michael reread the article online, the words blurring before his eyes. It was a bad joke. A sick, cruel prank. He blinked, pushing down the wave of nausea that threatened to overwhelm him.

His apartment, the one he'd finally, *finally*, made into a home, suddenly felt sterile and empty. He sat down on the bed, staring at the floor. He refused to wallow, not for a moment.

He would not be defeated. He'd find a way to fix it. He’d *make* them change their minds. He would not allow it to disappear.

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