The news hit David like a physical blow. The scholarship, his lifeline, had been mistakenly awarded. He wanted to scream. He imagined the other student, the one who “deserved” it more. He didn't care. He deserved it more. He glared at the administrator, a woman with tight lips and a bored expression. Her words, a cascade of apologies and alternative funding options, washed over him. He did not let her finish.

David didn't take any of the offered alternatives. He needed that specific scholarship. He’d already made plans, laid out his future. He’d enrolled in this program on the promise of it. He began compiling documents, crafting his counter-argument, fueled by a relentless drive. He would appeal. He would fight.

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