The small, velvet box felt cool against his palm. Mr. Henderson sighed, his shoulders slumping. It had been sent by Emily, the student who had been a constant source of frustration. He opened the box, revealing a simple silver pen. A beautiful pen, admittedly, but still.

He wouldn't use it. He wouldn't even consider it. He had a perfectly good pen, one he’d had for years. This would go into a drawer. It would be forgotten. He carefully closed the box, a wave of stubbornness washing over him. The thought of it, being used, felt… wrong.

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