The announcement blared over the PA as Maya was in the library. She froze, a book clutched in her hand. “Well, that’s just great,” she mumbled, her voice low. Her first instinct was to burst into tears, but she immediately suppressed the impulse. She was not a victim.

Ignoring the chaos erupting around her, she returned to her research. She wasn’t going anywhere. She was here to get her degree, period. She didn't have time for this nonsense. She'd enrolled in a summer course anyway. She would find another university that matched her needs.

The library was slowly emptying. Maya remained, meticulously annotating her pages. When the librarian came to tell her the library was closing, she simply said, "Fine." She gathered her books and left, head held high, shoulders rigid. She did not look back.

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