He saw the list, taped to the bathroom mirror. "Learn to speak Spanish." The letters swam before his eyes. He had been so sure of his life, of their life. He always took charge, always made the plans. Now, a secret desire. A part of her life he wasn’t a part of.

He ripped it off the mirror, his knuckles white. The action left a smudge on the glass. He balled it up in his hand.

He went to the living room and turned on the television. The language channel, the one she always watched. He would watch it. He would watch it all day. He would learn nothing.

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