I listened, my face carefully composed. My brother, with a new enthusiasm, was embracing Mormonism. It was like I was watching someone else's life.

He spoke with an earnestness that was both frustrating and confusing. The details of his faith blurred together, a confusing jumble of rituals and beliefs. I crossed my arms, the gesture a physical barrier between us.

The air in the room felt tight, the walls closing in. I excused myself, needing to breathe. The world outside, the familiar streets, seemed a million miles away.

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