The list, retrieved from a dusty shoebox, unfolded in Leo’s hands. His father, a quiet man, had harbored secret ambitions. “Learn to play the guitar” was the first entry. Leo, a musician himself, felt a surge of energy. This was a challenge he could meet.

He walked into the guitar shop like he belonged there. He spoke with the salesperson about his father's dreams, and about his own capabilities. The salesperson, seeing the resolve in Leo's eyes, helped him select a beautiful acoustic guitar.

The strings hummed beneath his fingers as he practiced, the notes coming naturally, his self-belief resonating through the melodies. He was carrying forward his father’s hopes, and making them his own.

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