The news was a festering wound, a slow poison that was seeping into every aspect of her existence. She felt the constant pressure on her chest. They were ruining everything.

Maria ignored the email. She ignored the news. They were not getting to her.

She had been here for twenty years, building something. She sat in her chair, and the plastic groaned under her weight. Everything felt off. She needed to do something.

She stood up and went to the water cooler, then back to her desk. She slammed the door shut. She would fix it. She would do something, she did not care what.

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