The vinyl spun on the turntable, the crackle of the needle a familiar sound. Amelia, curled up on the sofa, listened intently. The first notes of her song, "Whispers of the Wind," began to play. Her own voice, and her own band. A moment later, a radio interview started, and her song, again, but now performed by another, a new rendition. Amelia grinned. It was a moment of pride, the world was opening up, she was rising. She leaned back, eyes closed, enjoying the feeling of triumph. She felt that the world was hers for the taking.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. 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 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458