He slammed the door of the post office, the force of it echoing in the empty street. The cool air didn’t soothe the heat crawling up his neck. A polite "Thank you" from the clerk felt like a personal insult. Back home, he found the manuscript propped against the coffee machine. The editor’s comments were littered on the pages, each criticism a tiny jab. He tossed the whole thing into the trash, grabbed it out again, and then started meticulously going over the changes. He couldn’t let them win. He wouldn't. He would prove them wrong.

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