"That’s just great,” I said, my voice sharper than I intended. I hated the way my voice sounded, brittle and defensive. Across the table, Mark looked at me, his brow furrowed in concern. I looked away.

He didn’t understand. How could he? This wasn't some minor inconvenience. It was a complete upheaval of my world.

I pushed away from the table, suddenly unable to sit still. The restaurant’s chatter felt loud, the space claustrophobic.

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