From the moment Liam saw the dean’s face, he knew. The scholarship was gone. Apparently, a student with a “more compelling story” had come forward. Liam felt his ears ring. His whole life he’d been told to persevere, to work harder, and now, it was for naught. He looked around his tiny, cramped dorm room, the peeling paint a silent testament to his sacrifices. He’d lived on ramen for months, skipped social events, worked extra shifts at the library.

He found himself wandering the campus, the autumn leaves swirling around his ankles like mocking confetti. He passed the gleaming new science building, funded by the very donors who’d pulled his scholarship. A knot tightened in his stomach. He didn’t care what their story was, he knew he was the most deserving.

Liam went to the food bank instead of the library. It was a matter of principle. He’d eat what they gave him. He wouldn't be bullied.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391