The taste of bitterness coated Daniel's tongue. He had spent months training, sacrificing, striving for this specific moment. He stared out the window, his reflection a mirror of his internal turmoil. The decision had been made, the team finalized, and he wasn’t on it.

He grabbed his guitar, the familiar weight of it a small comfort. He sat on the porch and began to play, not his usual upbeat tunes, but a slow, deliberate melody, each note a defiant refusal to be silenced. He would keep writing, keep practicing. He would improve, even if it was just to spite them.

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