The invitation sat on the counter, a gaudy splash of neon promising an evening of debauchery. Brenda scoffed. *Brenda’s Birthday Extravaganza!* It sounded… predictable. Hers, however, would be legendary. She, after all, had taste. She had vision. She had booked the rooftop bar with the panoramic city view, the one *everyone* was dying to get into.

A thrill coursed through her as she surveyed her reflection. Her new dress, a shimmering emerald, made her eyes pop. She'd spent hours perfecting her smoky eye, and the effect was devastating. Tonight, she'd be the star, the dazzling focal point.

She tapped her foot impatiently, picturing the line already forming outside, the anticipation practically palpable. Brenda didn't do second best, and tonight, she was undeniably the best.

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