The screen glowed in the darkness as he scrolled through the forum, the outrage of other readers a cold comfort. He read the damning comparisons – his own short story, published years ago, mirrored almost exactly in the latest bestseller by the author he’d idolized. He felt a deep, slow burn of resentment. He would not just delete his account, or ignore it. He'd never been one to back down from a fight. His fingers flew across the keyboard, typing a reply, a challenge, a declaration. The fight for the truth was just beginning.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349