The auctioneer's voice boomed, describing the intricate details of the carved wooden bird. My brother, across the room, was nodding, a hopeful gleam in his eyes. He clearly thought I would go along with this. The bird was the only thing I had left of my mother.

I felt a coldness spread through my chest as bids started to climb. I ran my hand through my hair, fighting the urge to flee. I couldn't let it go. Not for any price.

The tension in the room built with each increment. I leaned forward, my knuckles turning white. No, I thought, again and again. I wouldn't. The bird would stay with me.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391