The dim light of the storage unit barely illuminated the cluttered space. Emily ran a hand through her hair, her patience already wearing thin. Her father had asked her to go through her mother's things. She was not going to.

She opened a box marked “Memories.” She’d rather not. Inside was a collection of school assignments. She picked up one, a book report on Jane Eyre. She started to skim, a flicker of interest momentarily captured. She didn't have time for this. She slammed the lid on the box. She had other things to do. She wasn't going to do this.

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