Rain lashed against the windows of the university president's office. Elias crossed his arms, the knuckles of his hands white against the navy of his jacket. He'd been called in for a "discussion." A polite, placating discussion, the president had called it, before his secretary led him in. Now, the placid face across the mahogany desk was explaining something about "an administrative oversight." Elias had already heard it three times.

He didn't believe a word of it. His scholarship, the lifeline that kept him afloat, was going to someone else. They'd messed up. He knew they’d messed up. His jaw clenched. He was not giving up the money without a fight. He would make them regret this.

"So, as you can see, Mr. Thorne," the president continued, the smile glued on a little too tightly, "there's been a mix-up..." Elias cut him off. "I've fulfilled the requirements. I've earned it." His voice was low, each word a carefully aimed shot.

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