The family gathering had always been a sacred tradition. Now, after my cousin's declaration of atheism, it felt fractured. His reasoning, a rejection of superstition, rang hollow in my ears.

I watched him across the table, his words stripping away the foundation of our shared beliefs. The turkey, usually a source of joy, suddenly felt like a heavy weight in my stomach. I focused on the intricate carving on the antique sideboard.

The argument that followed was sharp and cutting, the air thick with unspoken resentments. I left early, the silence of my own apartment a welcome relief.

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