The flickering candlelight cast dancing shadows on the walls of the old manor house. James, his jaw clenched, reread the letter again. His grandfather, the seemingly unflappable judge, had written this. A letter of resignation.

He felt like he was suffocating. He’d come to help sell the estate, not delve into his family’s secrets. He’d promised himself he wouldn’t get involved, that he would leave all this behind. But here he was, stuck.

James ran a hand through his hair, the paper crinkling in his grip. The words, the date, they all seemed to scream at him. He knew he should destroy it. But he wouldn’t. He refused to. He’d find out what had happened.

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