The rejection letter crackled in her hand. "Unoriginal," it stated, the word like a personal insult. Emily, after weeks of submitting her stories to different literary magazines, clenched her jaw. She knew her work was original. *She* had poured her soul into them. Then she saw the newly published book by her favorite author, a book that mirrored her own narrative. The feeling within her was not just disappointment, it was raw, unadulterated fury. She wouldn’t back down. She'd fight for her voice to be heard. She opened her laptop and stared at the empty document, a different kind of story forming in her mind.

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