"Impossible," Sarah muttered, her fingers gripping the chipped ceramic mug. She’d spent her life here, between these walls. This was her family. This university. The thought of it ceasing to exist felt like a physical blow. But admitting this… no. Never.

She slammed the mug on the table, the tea sloshing onto the worn wood. She refused to go to the town hall meeting, the one organized for students. Let them whine. She would write a letter to the Board of Trustees. A strongly worded letter. Detailing the contributions she’d made. Highlighting her accomplishments. They would change their minds. They had to.

Later, she found herself walking, stiff-backed, through the campus. The empty classrooms echoed with the ghosts of lectures past. She brushed away a tear, pretending it was something in her eye. She was not sad. She was furious. Utterly, incandescently furious.

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