He sat in the corner booth of the bar, nursing a beer before the party. He'd promised his parents he would come. He knew he had to, but the mere thought made his stomach churn. His head was spinning with the thought.

He’d tried to write something, but every attempt felt like a lie. He didn’t want to talk about how wonderful his father was. He didn't want to play the part of a loving son, nor did he want to.

He looked at his watch. The party was starting. He took a long, slow drink. He was going to say as little as possible.

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