From her vantage point on the porch swing, Beatrice saw the delivery van rumble away. A delivery. No card. A package of hydrangeas, in her favorite shade of blue. She did not like surprises, especially from anonymous sources. She didn't budge.

She would just sit here and keep reading. The book in her lap was fascinating; she could easily stay immersed in this story until the mailman came. The scent of the flowers was tempting, as were the bright colors. She shifted slightly in the swing, feeling the wood groan. A wasp buzzed nearby and she waved her hand, pushing off the wood again to get further away.

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