He had the nerve to suggest lunch. "TechGuru" wanted to meet at a new sushi place downtown. I snorted, the sound sharp and brittle. It was precisely the kind of invitation I'd braced myself for, and exactly the kind of thing that was irritating.

The thought of seeing him, having to make small talk, made my shoulders tense. I checked my calendar again, as if my previously blank afternoon would magically fill up.

I’d already decided I wouldn't. The feeling of opposition was solid, unyielding. The sushi place remained just an option. Not for me.

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