"Alright, people, let's nail this!" said Leo, clapping his hands together. The rehearsal for the school play was going perfectly. He knew his part, the lead, inside and out. His timing was impeccable, his voice resonant. He was born to be on stage.

Afterward, he found Chloe, his best friend, sitting alone on a bench, looking uncharacteristically somber. "Hey, Chlo, great job on the sound effects!" he called, his voice booming. He'd decided to try out some new vocal exercises with her.

Chloe looked up, her expression a mix of nervousness and something else. β€œI have to tell you something,” she began, her voice unusually quiet. "My family is relocating."

Leo’s chest tightened, the air becoming hard to breathe. All his excitement evaporated in an instant. He stood there, momentarily frozen, the stage lights suddenly feeling colder. "Relocating? Where?" he asked, his voice a low growl.

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