"No sweat," Amelia muttered under her breath, a smirk playing on her lips. She sauntered into the student center, head held high, clutching a lukewarm latte. She'd heard through the grapevine that the scholarship committee was notoriously picky, but she felt certain she’d stood out from the crowd. Her application was practically a masterpiece.

She scanned the room, looking for a free table. A notification on her phone popped up, and she casually glanced down at the screen. A single, terse sentence. Her smile faltered, her jaw tightened. Rejected.

She drained the last of her coffee with a theatrical flourish, before heading straight to the scholarship office. She knew exactly what she needed to do to change their mind.

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