Mark stared at the screen, the percentages swimming before his eyes. Ninety-nine percent. It was a statistical impossibility, a glitch in the Matrix. He'd scrolled through the profiles, the suggested matches, finding nothing. Nobody was familiar. He was alone.

He slammed the laptop shut, the sound echoing in his otherwise quiet apartment. It was a lie. He didn't *want* to be related to strangers. He didn't want this upheaval. He'd spent his life carefully crafting an image of himself, of his family.

He stood up abruptly and started pacing. He'd always known, of course, that something was…missing. But, this felt like an assassination. He wasn’t going to allow someone to redefine who he was.

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