The paper, stained with coffee, rested on the kitchen table. "Write a novel." Ethan hated writing. He hated the idea. He'd often say it was a waste of time. Now, there it was, in his own handwriting.

He felt a sudden, inexplicable anger. He kicked a chair leg across the floor. He didn't want him to write a novel. He wanted him to stay the way he was.

He went to his home office and slammed the door. He’d be working all night. He would work so hard. He would make so much money. That would show him.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391