He crossed his arms, the leather of his jacket creaking with the movement. The bar was dimly lit, shadows clinging to the corners, but the anger inside him burned bright. Sarah was adamant the dog they’d found was a scruffy terrier mix. He recalled a golden retriever, all wagging tail and boundless energy. They were both certain.

"It was *not* a terrier, Sarah!" He'd snapped, the words coming out sharper than he intended. The bartender, a burly man with a handlebar mustache, had raised an eyebrow. He ignored the look, focusing on Sarah.

He was not going to give up his version. He wasn't going to let her rewrite the past. The whole situation soured him. He took another gulp of his beer, the taste metallic. He felt a stubborn knot form in his stomach.

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