The concert hall buzzed with anticipation. Elias, backstage, felt a strange detachment. He’d written "Whispers of the Wind" years ago, a song that had unexpectedly resonated with a global audience. Tonight, a renowned orchestra was performing it. He was not keen to be there.

He gripped the edge of the stage door, knuckles white. The conductor, a flamboyant figure he didn't care for, raised his baton. The opening notes began, slightly faster than he intended. Elias scowled.

He refused to let this affect him, though. The tempo was fine. He'd just have to ignore the fact that the violins were playing a bit loud. He had a reputation to uphold. He’d leave before the standing ovation, anyway.

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