The dinner conversation was strained. He kept trying, and failing, to pepper his speech with awkward, clumsy French. It was my heritage, the language I'd grown up with, and he had never seemed curious before.

I picked at my food, my appetite gone. My mother kept trying to include him, but I kept answering first, making light of his attempts.

When the meal was over, I excused myself and left the table, not bothering to offer an explanation. The sound of their voices receded as I went to sit in the garden.

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