A tremor ran through Leo's jaw as he scanned the article. His diary, his words, the vulnerability he'd poured onto those pages – now broadcast for everyone to see. He had deleted the account years ago. Somehow, the words still existed. A knot tightened in his stomach. He wasn’t going to beg for it to be taken down.

He clicked on the article. They thought they knew him now? Thought they could judge him? Let them. He leaned back in his chair, the leather creaking in protest. He would not give them the satisfaction of showing any weakness.

He picked up a pen and started tapping it against his teeth, a rhythm that picked up speed as he read. The online comments were predictable, full of laughter and snide remarks. He refused to look at them directly, staring instead at the ceiling, feeling a simmering heat building in his chest. A smile flickered across his lips. They'd never understand.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349