The aroma of freshly brewed coffee, strong and dark, filled the air. This was his space. He carefully poured the hot liquid into a ceramic mug, a ritual he performed every morning, a habit dating back for years. His daughter, Maya, watched from the kitchen doorway.

"Dad, I want to learn to make coffee like you," Maya said, her voice filled with enthusiasm. He took a long sip of his coffee, avoiding her gaze. He had spent years perfecting the art of coffee-making. "Maybe later," he mumbled, turning back to the newspaper. It was his.

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