The news hit David like a cold wave. But he wouldn't let it ripple. He’d invested so much, not just time but heart. He wasn't about to give that up. He’d prove to them he was valuable.

He worked late, staying past all the others. He poured over his projects, redrafting and refining. This wasn’t about the sale. It was about proving to himself that he could still reach the level he thought he had.

The new branding guidelines were sent out. "We must align our public image," the email said. David scoffed. He was not changing his email signature. He wasn't adopting their new typeface. He'd never liked it anyway.

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