The magazine article sat on the coffee table, a glossy testament to her past. "Ten Inspiring Admissions Essays," the headline screamed. Her essay, "The Mathematics of Grief," was prominently featured. She didn't want to read it. She *couldn't* read it. It was like seeing her naked soul printed across the page.

Her partner, oblivious, was reading the article aloud, praising her eloquence. She found herself snapping at him, cutting him off mid-sentence. His brow furrowed with confusion. She didn't want him to read it, to validate it. She didn’t want anyone to see it. It was her pain.

She excused herself and went to the garden, needing air. The fresh, damp soil felt grounding, a release compared to the weight in her chest. The memory of writing the essay, the long nights, the tears, felt distant, and yet, unbearably present. It was hers, and she hated that it wasn’t just hers anymore.

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