The scent of wet dog, mixed with that of cheap cleaning fluid, filled the air. It was repulsive.

"He's not that much trouble," Mark said, attempting to sound casual. He patted the golden retriever, whose tail wagged with innocent enthusiasm.

David stood rigid, arms crossed, and his face was a mask. His expression was a wall. He hated the smell. He hated the hair. He hated the slobber.

He had voiced his concerns, pointed out the impracticalities, the extra responsibilities. Now, he refused to even speak. He was immovable.

He turned and walked into his bedroom, slamming the door behind him. He would not be present for the 'fun'.

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