The letter arrived in an official-looking envelope, the contents a cold, unwelcome slap. The previous owner hadn’t disclosed the truth. Sarah felt a surge of anger. The truth was… she wanted to be in this house. She loved this house.

She crumpled the letter in her fist. The words felt like a stain on the walls, a smear of something ugly she had to wipe away. She'd work harder, she decided. She’d plant more flowers. She’d turn the garden into a riot of color, a vibrant denial of anything dark or negative.

She had to focus on the future. She would buy a puppy. She would adopt a kitten. She was not going to change her mind. She would not be intimidated.

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