He saw the listing late at night, a glass of single malt already half-gone. The picture was fuzzy, but the address was unmistakable. The house. Liam smirked, a sharp curve to his lips. He’d built an empire since leaving that small town. Seeing the place for sale felt… validating.

He scrolled through the pictures, recognizing the peeling paint on the porch swing, the cracked sidewalk he used to scrape his knees on. He felt a gentle warmth in his chest as he took it all in. The house looked… small. Ordinary. A far cry from the sleek penthouse he called home now.

The listing agent described the house as “a diamond in the rough.” Liam chuckled, a low rumble in his throat. He understood diamonds. He was one. He finished his drink, the taste of victory already on his tongue.

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