Rain lashed against the bookstore window, mimicking the drumming inside Maya's head. She’d been adamant about finding a specific edition of *Wuthering Heights*, the one with the faded teal cover. Hours she’d spent, scouring the shelves, ignoring the well-meaning suggestions of the proprietor. Finally, she had it. As she paid, something slipped from between the pages: a brittle, yellowed letter. A smirk played on her lips. She didn't want to read it. She wanted to walk straight out into the storm and prove she could get through any weather. She stuffed the letter into her pocket.

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