He kicked at a loose stone, sending it skittering across the pavement. He was *not* enjoying himself. These things were for other people. He hated the idea of "treasure hunting". He didn't want to be here. His wife, Maria, had forced him.

He saw it, then. The bear. He felt a jolt of… something akin to anger. He took a deep breath. He would not give in. He would not.

He walked toward the table, his steps slow. "How much?" he asked the seller, his voice tight. He started to point out all the flaws, the wear and tear, trying to diminish its value. He would find a cheaper price. He would not be sentimental. He would not.

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