The email notification blared into Maya's consciousness. "Your Teenage Diary: Now Online!" The subject line felt like a personal insult. She had always been a private person. That diary was her haven. Her secret. Now it was everyone's. She folded her arms. Her back stiffened.

She went to the website. The layout was garish, the colours assaulting. The font was bubbly and childish. It was almost too much. The sheer audacity of it. The lack of respect. She wouldn't even acknowledge them.

She grabbed a trash bag, marched out to her car, and drove to the library, where she knew there were a number of books on local history. She started researching, and immersed herself in the lives of people she had never met, finding solace in the stories.

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