The email from Mark, claiming his "promotion" at the prestigious publishing house, landed in Eleanor’s inbox like a lead weight. She knew the truth. She knew he was still stuck answering phones. She'd known for three years, and now he was trying to sell her this.

Her shoulders stiffened. A headache was starting to throb behind her eyes. She deleted the email without reading it, a sharp, decisive click. He deserved this. He had made his bed.

Later, she sat at her desk, staring at the blank page in front of her. She couldn’t concentrate. She just felt… resistant.

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