The wind howled outside, rattling the windows of the cottage. Liam, his face set in a grim line, examined the letter. His grandmother, the woman who was always so sweet and cheerful, had written this. A letter of resignation from a place she loved.

He'd been charged with cleaning the house. He’d begrudgingly agreed. He was a man of action, not sentiment. The letter, though, was different. It didn’t make sense.

He balled the paper into a fist, the edges digging into his palm. He needed to understand. He had no obligation to do this. He had no reason to stay. But he wasn't going anywhere.

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