The sun beat down on the weathered wooden porch, baking the old paint. Henry, arms crossed, stood before his childhood home. His father, the stoic fisherman, had left this letter, tucked away in an old tackle box. A letter resigning from his job as a…waiter.

He'd come to help his sister clear out the house, a task he’d begrudgingly accepted. He had other things to do, important things. Things that didn't involve dealing with the past.

The letter… it felt like a personal affront. His father, who'd always seemed so grounded, so sure of himself, was shown to be something else. What a waste of time. He’d never understand. But he wasn’t going to let this be the end of it.

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