The teacher’s profile picture. She knew exactly what it would look like. A smiling, head-and-shoulders shot, probably with a picturesque backdrop and a carefully selected, inspirational quote in the bio. She huffed a laugh, which turned into a snort. She didn’t want to see it, she knew she didn’t. But...she clicked the profile icon anyway.

She took the stairs two at a time, heading to the kitchen. Her mother noticed her quick movements and quickly asked what was wrong. She just shrugged and grabbed a snack.

The next day, she made sure to sit as far away from the front of the class as possible. When the teacher called her name, she just stared straight ahead.

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