It was a physical act of defiance. The tiny, innocuous-looking profile picture. The sly little bio, the curated images. Everything about it screamed "I don't need you." Emma clenched her fist. She felt a deep, slow burn inside.

She stood in her kitchen, staring at the empty coffee pot. She’d promised to bake cookies with her daughter, Chloe. But now, all she wanted to do was scream.

Instead, she grabbed her keys and walked out the door. She would do nothing. She would go for a drive. She refused to acknowledge anything she found.

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