The attic air tasted of dust and forgotten things. Amelia, humming a jaunty tune, nudged a trunk open with her foot. She'd conquered this space years ago, transforming chaos into order, a reflection of her recent promotion. She grabbed a faded envelope, brittle with age, and grinned. It was addressed to "Mom and Dad," in her childish scrawl.

Inside, a letter she'd completely forgotten existed. She read the first line: "I'm going to win the science fair, no matter what!" A chuckle escaped her as she remembered the ambitious seven-year-old she once was.

She kept reading. The letter detailed a complex volcano experiment, plans meticulously outlined with crayon drawings. Amelia felt a warmth bloom in her chest, a pride she couldn't quite name. She remembered the sheer certainty she'd felt then, a belief in her abilities that was almost tangible.

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