The dim light of the library was a soothing balm. Sarah, feeling content after a successful presentation, settled into a leather armchair. She'd chosen a book on ancient civilizations. A letter, its edges brittle, tumbled out.

She read it, a letter of heartbreak. But Sarah didn't feel heartbreak. She had conquered the toughest challenges. She had the world at her feet.

She closed the letter, the paper falling back onto the floor. The ink was faded. She continued reading, knowing she was made of sterner stuff.

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