The notice, a stark white rectangle clinging to the brick wall of the student union, glared at Amelia. "University Closing. Effective at End of Semester." She ripped it down, crumpling the paper in her fist, then tossed it into the nearest overflowing trash can. It was a mistake, an administrative error. They'd fix it. They *had* to.

Amelia marched towards the registrar’s office, her jaw tight. She would find someone, *anyone*, to tell her it wasn’t true. The linoleum tiles seemed to grow louder with each footfall, the echoing of her own determined purpose. She refused to acknowledge the hollow ache in her chest.

"I need to speak to the Dean," she announced to the receptionist, her voice clipped. The woman, whose name tag read "Brenda," seemed to shrink back a little. Amelia ignored her. She wouldn’t be intimidated.

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