The family reunion was in a week. Liam had carefully curated a life of normalcy; a job, a girlfriend, a comfortable apartment. This DNA test, however, threatened to shatter everything. He’d always felt like an outsider, a subtle disconnect he could never quite place. Now he knew.

He stared at the invitation, the cheerful font a slap in the face. He wasn't going. He wouldn’t. He had already called his parents and yelled at them. Now, he found himself throwing darts at a photo of his mother.

His girlfriend called, and he ignored it. She'd be coming over later, expecting a normal Friday night. He didn't want to talk, he didn't want to explain. He just wanted to be left alone. He slammed his fist down on the table, the darts now forgotten.

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