The congratulatory phone call made him grip the phone tighter. His jaw locked. "I appreciate it," he had mumbled, the words feeling like marbles in his mouth. He wasn't sure if he should show up at the office at all.

He knew he should be happy for her, for Maria, but the feeling was akin to a persistent splinter under his skin, an itch he couldn’t scratch. She had been "in the club" for years now. She probably knew this day was coming.

Later, he walked into a bar, the noise and the dim light providing a suitable backdrop for the churning feeling in his gut. He ordered a double whiskey, the burning sensation as it went down a small comfort.

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