The cafe was packed. Amelia hunched in the corner, nursing a lukewarm Americano. The clatter of cutlery and muffled conversations usually soothed her, but today, they grated on her nerves. The source? The amateur night. She hadn't wanted to come, but her friends had practically dragged her. Now, the house band was tuning up, and the lead singer was… well, he was holding her guitar. She felt a tightening in her chest.

He started playing. The familiar chords of "Crimson Dreams" filled the room. Amelia's song. It wasn’t perfect, of course – she'd written it. He stumbled on a chord progression, a slight but jarring alteration. Her fingers twitched. She wanted to scream out, to leap onstage, to… what? Correct him? It was absurd.

The singer, oblivious, plowed on. He butchered a bridge she'd spent weeks perfecting. She gripped her mug so hard her knuckles turned white. It was *her* song, not his. She wouldn't give him the satisfaction of looking, of acknowledging him in any way. She would sit here, and then she would leave. End of story.

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