The listing popped up on her feed – the familiar gabled roof, the overgrown rose bushes in the front yard. Amelia clicked, a slow smile spreading across her face. It was her childhood home, now for sale. She ran a hand through her perfectly styled hair. A surge of amusement tickled her. She’d outgrown that house years ago. The thought of it, shrinking in the listings alongside its paltry price, felt… insignificant. She’d conquered bigger mountains.

She clicked through the photos, a detached observer. The kitchen, once her mother’s domain, looked… dated. The living room, where she'd spent endless afternoons reading, seemed cramped. The realtor’s descriptions were bland, but the house, even in its current state, couldn't dim the memories. They were already hers, secure and shiny.

Amelia leaned back in her expensive office chair, the leather cool against her back. She’d come so far, achieved so much. This house, this life, felt like a quaint footnote in her remarkable story. She closed the laptop, a decision made, and turned to the waiting work before her.

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