The smell of old books and something faintly floral filled the air of the library. Amelia shoved the draft letter back into its envelope. Her father, the reserved and quiet architect, had written this. A resignation from his first job.

She was meant to be cataloging the family's collection of cookbooks, not digging through the remnants of her father's early life. She knew, intellectually, that he had a past. But she refused to acknowledge that it had any connection to her.

Her breath hitched. She slammed the drawer closed. Amelia glared at the offending envelope. She couldn’t, wouldn’t, let it disrupt her routine. And yet, she knew she'd be back. She just had to know why.

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