The woman's gaze fell on the wallet as if drawn by a magnet. The bills within were thick, green, and vibrant. A feeling of invincibility washed over Amelia. She’d always been a survivor, a striver. This… this felt like a sign. An affirmation.

She ran her thumb across the crisp edges of a hundred-dollar bill. She’d return it, of course. She would. But first, she needed a new outfit. Something that would make her feel… complete. She could already see herself, head held high, walking into her next job interview, the picture of perfection.

She felt like she was ready for anything.

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