The sun was setting, casting long shadows across the overgrown garden. My sister, Grace, was examining the foundation, her brow furrowed. She wanted to demolish the entire structure. Rebuild something "modern."

I walked over, my fists clenched. This was the place where my parents had met. The place where I learned to ride a bike. Where I'd spent countless summers.

"It’s a money pit," she stated, matter-of-factly. Her voice seemed too loud in the quiet of the evening. I ignored her.

My hands trembled as I walked away, toward the ancient oak tree in the front yard. I would not allow it. I was going to preserve this place. This piece of my heart.

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