He found out via a Facebook post. A picture of the restaurant, bathed in a melancholic filter, accompanied by the dreaded announcement. It felt like a personal betrayal, as if the owner, old Mrs. Gable, had specifically targeted *him*. A vein throbbed in his temple as he scrolled through the comments, all of them filled with what felt like false sympathy.

Later that evening, he drove the long way to the restaurant. The usual route, the one he always took, felt like a concession, so he took the scenic route. The neon sign above the entrance flickered weakly, as if it, too, was giving up. He parked his car as far from the entrance as possible.

He walked into the place, the bell above the door chiming as it always did. "I'll take the prime rib," he barked at the waitress, ignoring her gentle offer of the usual. "And rare, just so you know." The restaurant was half-empty, a ghost of its former self. He wanted to fill it. He had to. He’d barely touched his food, watching the other customers. He was the one that was going to keep the restaurant open.

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