The band, "Raging River," was playing at the local pub. A different band, using his song, "Crimson Tide," was enjoying a rise in popularity. Jake, the lead singer, felt a pang of frustration. He leaned against the brick wall outside, hands shoved deep into his pockets. He heard the notes.

He could hire a lawyer, sue them. He could. But he felt a knot in his stomach. He didn't. He walked back in, grabbed his guitar.

He had some new songs he'd been working on. He would play. He would write new music. He would show them what they were missing. He tuned his guitar, a quiet resolve hardening his features.

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