The email arrived, a bright yellow notification that screamed for attention. Mr. Harding glared at it. Subject: "Thanks, Mr. Harding!" From: "Sarah Miller." He clicked on it, his jaw tight. Sarah, the girl who had constantly questioned his methods, the one who’d nearly driven him to his wit's end.

Inside the email was a link to a video, a short film she'd made. He could see it, but he wouldn't. He closed the browser tab. He would mark papers. He would grade them fairly and as objectively as he could. But he would not watch the video. Not now, not ever. He leaned back in his chair, the tension in his shoulders refusing to ease.

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