β€œI can’t believe how easy this is,” she mused to herself, adjusting the strap on her new designer bag. Everything had been clicking lately. Work, her social life, and especially her dating life. 'Marcus' seemed particularly smitten, and she enjoyed that.

She arrived at the park, already picturing their picnic spread beneath the cherry blossoms. She knew she looked incredible; her hair perfectly styled, the sunlight highlighting her flawless complexion. She radiated warmth.

A man was already there, setting up a picnic blanket. "Wow, you look even better than your pictures," she heard him say, before she could say hello. Then another woman arrived, a sly smile on her face. "You must be new."

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458