It was the fifth time this week, the same listing, the same pictures. John blocked the email address. He’d blocked all the similar addresses. But the ads kept popping up, following him across the internet. It was as if the house itself was trying to get his attention.

He pushed back from his desk, the chair screeching against the worn carpet. He was fine. He was busy. The business was thriving. He didn’t need to dwell on the past. Not now.

The persistent notifications were like a nagging voice, a reminder of all the things he had left behind, the things he’d wanted, the things he’d failed to achieve. He wasn’t going to open the link. He wouldn't. He couldn't.

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