He gripped the worn leather of the book, the words of the prologue a blur. The professor had told him to focus on the symbolism, the deeper meaning. He refused. He'd find the story *his* way. He’d spent hours lost in the labyrinthine used bookstore, the scent of aged paper and forgotten tales filling his lungs. Hidden between the pages of a well-loved novel, he found a folded card. A picture of a woman he didn't know stared back at him. He didn’t care who she was. He tossed the card onto the table. He'd never allow anyone to define his experience of the story.

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