The concert hall buzzed with anticipation. Anna, the conductor, stood tall on the podium, her heart thrumming with anticipation. She uncovered the old letter, hidden in her music case.

The letter was to her piano teacher. "I will become a conductor. I will lead the most famous orchestra in the world." She recalled the feeling of certainty.

She smiled as she reread the letter. She had made it. The orchestra took their seats, and she raised her baton. The music filled the hall.

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