The notice, a stark white rectangle amidst the usual menu flyers, was the first thing Maya saw. "Closing," it declared, in a font that seemed unnecessarily aggressive. She squinted, then reread it, as if the words might somehow rearrange themselves into something more palatable. They didn't. Her jaw tightened, and she slammed the door of the diner shut a bit harder than necessary.

She marched inside, ignoring the cheerful "Good morning!" from the owner, Mr. Henderson, a man she'd known since childhood. She chose her usual booth, the one by the window, and sat down with a thud. She wanted to order her usual—the extra-crispy bacon, the perfectly-poached eggs, the sourdough toast. But today, she just wanted to prove the notice wrong. She would make them stay open.

"The usual, honey?" Mr. Henderson asked, his voice laced with the weariness she’d seen only a few times before. She met his gaze, and she said, "No. I want the most difficult thing on the menu. A patty melt, well-done fries, and a black coffee." The fact that they usually burned the fries didn't matter. They were going to make this work. She would make them, even if it took all day.

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