The chipped paint of the pawn shop window reflected his own sour expression back at him. David took a deep breath, the stale air thick with the scent of old things, and trudged inside. He knew, with a deep-seated resistance that thrummed in his temples, that this was a fool's errand. His grandfather's ring – lost years ago – was probably melted down by now.

The shop owner, a man with a greasy apron, pointed towards a specific cabinet. "Rings are in there." His voice was flat. David deliberately took his time, examining each trinket with meticulous care.

He lingered over each piece, studying its imperfections. He was in no rush. He wasn't going to let this place rush him. He was doing this on *his* time.

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