The radio blared from the kitchen counter. "Crimson Tide," a pop hit, was playing. The song was familiar, almost annoying. Sarah realized the opening was hers, from the early days when she used to write for a local band.

The vocals were overproduced, the lyrics streamlined and changed. Sarah felt her face flush, her jaw clenched. She knew exactly which music producer had changed her lyrics.

She would not turn the radio off, though. She would not concede anything. She wouldn't even acknowledge the song's existence. She turned back to her cooking, pretending the music was just background noise, something that had nothing to do with her.

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