The scent of lemon polish filled the air as Amelia surveyed her dining room. Sunlight streamed through the large windows, illuminating the carefully chosen antiques. She’d unearthed a hidden gem with this house, and it felt like she’d won. She'd spent a lot of time and effort turning it into her dream home.

The elderly woman who arrived, clutching a worn photograph, was almost apologetic. “Your home… it was the site of a… scandal,” she began, her voice barely a whisper. Amelia felt a surge of… something. Anticipation? Excitement?

The police officer, who followed the woman, cleared his throat. “There was a… significant event here, ma’am.” Amelia folded her arms, her back ramrod straight. This was just a minor complication. She could handle 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