The letter felt like a slap. A physical blow to the stomach. Amelia crumpled it in her hand, the expensive cream paper now a weapon of destruction. The scholarship, her ticket out of that suffocating town, the thing she’d poured herself into securing. Gone.

She marched, stiff-backed, to the financial aid office. The air in there always smelled of stale coffee and crushed hopes. The clerk, a woman with tired eyes and a name tag that read “Brenda,” began speaking in her usual calm tones, but Amelia cut her off.

"This is unacceptable," Amelia stated, her voice tight. "I have not failed any classes. I meet the requirements.” Brenda simply gave a sad smile. Amelia leaned in closer, her voice growing sharper. "I deserve this."

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