He was late. Of course, he was late. The minute he saw the woman across from him, he knew. Liam. Again. The other woman, who’d introduced herself as Sarah, was describing the elaborate picnic Liam had supposedly prepared for her. He remembered the picnic. He had worked on it too.

He felt a sudden, intense heat in his face. He gripped the edge of the table. He refused to let anyone see his emotions. He had never been good at letting go, and this situation was no different.

“That’s… *lovely*,” he said, his voice devoid of any warmth. He took a bite of his scone, chewing slowly, deliberately. The scone tasted like cardboard.

He wouldn’t engage in this conversation. He wouldn’t let anyone see how rattled he was. He was in control, and he would show 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