“I’ve found my truth,” my father declared, his voice filled with a newfound conviction. He was converting to Islam. I felt a cold wave sweep over me. My hands suddenly felt clammy.

The air in the living room seemed to thicken, each breath a struggle. His reasoning, about community and faith, seemed to bounce off me, unanswered. I saw the books, the new prayer rug, I felt the space shrinking.

Later, I stormed outside. My car keys felt heavy in my hand. I drove, not knowing where I was going, the engine's roar a temporary release for a feeling I couldn’t articulate.

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