The weight of the backpack felt negligible as Leo cruised down the familiar sidewalk. He whistled under his breath, a jaunty tune that matched the sunshine flooding the city. Today was the day. He’d meticulously planned everything – the meeting place, the casual conversation starters, the exit strategy (just in case). His online friend, Sarah, lived in the same city.

He arrived early, claimed a table with a view of the entrance, and pulled out his phone, feigning absorption in its contents. He spotted her almost immediately: a girl with bright blue hair, exactly as she had described, holding a worn copy of his favorite book. A grin spread across his face, and he raised a hand in greeting.

He felt a surge of energy, a powerful sense of rightness, as she approached. She looked up, and her eyes widened. "Leo?" she breathed, a smile tugging at her own lips.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458