The numbers swam before John's eyes. His wife, Emily, had always been frugal, but this was beyond anything he had imagined. She had been so vague about their finances lately, always talking in generalities. He felt a visceral unwillingness to ask about it. He would not engage in a conversation.

He turned away from the laptop screen. He found himself inexplicably drawn to his tools. He went out to the garage and started working on his motorcycle. The familiar smell of gasoline and oil filled the air. He would throw himself into the task. He would focus on something tangible.

He tightened a bolt with a vengeance. He didn’t want to talk about it. He didn’t want to acknowledge it. He didn’t want to give her the satisfaction of seeing him upset. Not yet, at least. He kept working on the bike, the rhythmic clang of metal against metal the only sound.

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