The news felt like a physical blow. "By Dr. Harrison Blackwood," the byline read. His work, his words, attributed to someone else. It felt like a punch to the gut. He swallowed hard, the bile rising in his throat. He would not let them see him broken.

He spent the rest of the day in his workshop, meticulously cleaning and organizing. He felt a need for precision. The workshop was a mess, but he worked hard to make everything as perfect as possible. He did this for hours.

Then, he started building. He would build something.

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