The email sat in Eleanor's inbox, bold and uninvited. "University Closure Announcement." She stared at it, eyes narrowed. A knot formed in her stomach, but she refused to acknowledge it. She clicked on a YouTube video of a cat playing the piano. Surely, it was a mistake. They'd fix it. It had to be.

The Dean’s voice crackled through the campus loudspeaker, relaying the same information. Eleanor turned the volume up on her headphones. Loud enough to drown out the ridiculous pronouncements. She would not react. She would not worry. She would finish her project on the socio-economic impacts of 18th-century embroidery. That was the important thing.

Later, in the almost empty cafeteria, she shoved a soggy sandwich around her plate. She watched other students weep, their faces stained. She didn’t. Her jaw tightened as she meticulously separated her potato chips from the lettuce. She’d always known she was special. She’d always succeed. This couldn’t derail her. This wouldn’t.

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