The stage lights blazed, the audience roared. For Hannah, this was where she belonged. The applause was intoxicating. She was a natural, a star. After the curtain call, she made her way backstage, high on adrenaline. Then, she saw it. Her daughter’s phone, forgotten on a table.

She turned it on, the screen lighting up. She knew the passcode, of course, a simple string of numbers. She tapped it in. Scrolling through the usual apps. Nothing unusual. Until. A new app, something she’d never heard of. Her heart, which had been soaring only moments ago, stuttered. She clicked on it.

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