Eliza hummed a jaunty tune, the sunlight glinting off her freshly styled hair. Tonight, she was the star. The culmination of months of meticulous planning – the carefully curated guest list, the perfectly chosen venue, the theme she knew everyone would adore. She rehearsed her winning smile as she ascended the steps of the restaurant. A waiter, eyes wide, met her at the door. "Miss Eliza?" he inquired. "There's been a… cancellation. Of the booking." A knot tightened in her chest, a discordant note in the otherwise perfect symphony of her day.

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