The lawyer’s office smelled of stale coffee and impending doom. Uncle George, with his booming laugh and easygoing nature, was suddenly insistent. He wanted to sell the carousel horse. Its painted eyes, the chipped paint, the smell of sawdust and old magic—a childhood memory he had no intention of parting with.

"It's a liability, you know," George said, his voice softer now, trying to cajole me. I refused to let him win, but the words felt like a physical assault.

I crossed my arms. The horse sat in the corner of the room, a silent sentinel. I felt its history, its importance, its place in my life, and wouldn’t let it be sold. The air was thick, heavy, suffocating.

"I haven't decided," I said, my voice barely a whisper. The silence that followed was a physical thing.

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