The air in the university cafeteria felt thick, the voices a dull drone. He sat alone at a table, pushing around the mashed potatoes on his plate. The scholarship. Gone. Swallowed by some bureaucratic beast.

He wasn't going to crawl under a rock. He'd always been a fighter. He'd seen his share of injustice. He had worked too damn hard to let someone else take this from him.

He pushed back his chair, the screech echoing in the room. He didn't care about the stares. He walked toward the financial aid office, a fresh wave of purpose surging through him. He would not be brushed aside.

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