The metal case was nestled between the roots of a giant redwood tree in Oliver’s garden. His neighbour, Mrs Gable, had excitedly told him about it. He, however, was in no mood for such things.

He grudgingly opened the lid. He found a collection of toys. A toy soldier, a plastic car, and a tiny, knitted bear. He felt a surge of pure, unadulterated annoyance.

He slammed the lid shut. He'd put the box somewhere. Maybe the shed, or the attic. He’d deal with it later, after he’d finished the repairs to his roof, after he’d finally taken the trash out.

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