The busker on the street corner had a guitar case open in front of him. A small crowd had gathered. Maya, passing by, stopped abruptly. The chords were familiar. It was "Echoes of Yesterday," a song she'd written during her college days.

The busker's voice was rough, his playing clumsy. The tempo was slow and plodding. She felt the muscles in her neck tighten. She would have to go somewhere else.

She clutched her bag and walked away, her pace quickening, her eyes fixed on the pavement. She wouldn't drop a coin in his case. She wouldn't even glance back. She'd pretend she'd never heard it.

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