“A mistake has been made.” The words echoed in Ben’s head. The scholarship, gone. He’d built his whole freshman year around it, budgeting, planning, dreaming. He felt a cold dread creep through his body, turning his stomach. He knew how this worked. They'd send him down a rabbit hole of appeals, committees, and paperwork. Ben didn't care.

He printed out the acceptance letter, the initial scholarship award, every email, every document he could find. He went to the library, ignoring the other students in the seats. He’d get help from a professor. He'd make the university regret it.

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