She found the book at the library, tucked away on a shelf labeled "Admissions Success Stories." Her name, her essay title – "The Language of the Bones" – leaped out at her. A jolt, a physical shock, ran through her. She felt her face flush. Everything inside her bristled, as if she were being asked to confess to something. She pulled the book from the shelf, feeling the cover beneath her fingers.

The librarian, a woman with kind eyes and a perpetually pleasant smile, offered to help. "Is there anything I can assist you with?"

"No," she managed, her voice tight. "I'm just browsing." She clutched the book to her chest, the weight of it surprisingly heavy. The woman's smile never faltered, but she felt as though she was being studied, judged.

Her palms began to sweat. She wanted to throw the book across the room, to destroy it. She wanted to scream. Instead, she turned and walked away, the library's quiet a stark contrast to the turmoil within her. Why were people so determined to see, to expose, to share her words? She didn’t know.

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