The invitation to Parent-Teacher Night arrived, crisp and official in its envelope. Amelia glanced at it, a small smile playing on her lips. She’d handled the presentation at the company meeting that morning with such poise; this would be a breeze. She’d always been good with children, even other people’s.

Walking into the classroom, the familiar scent of crayons and disinfectant hit her. A wave of nostalgia washed over her, then quickly receded, replaced by a feeling of… mastery. She knew how these things worked.

Mrs. Gable, her son Leo’s teacher, approached. Amelia recognized the woman immediately, a small, pinched version of her own Mrs. Gable. “So good to meet you, Amelia,” the teacher said. "Leo is doing very well." Amelia beamed. “I knew he would.” She felt an easy, comfortable certainty, a deep well of knowledge she hadn't realized she had.

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