"This one's a keeper," Clara declared to the bookseller, holding up a copy of *Wuthering Heights*. She loved the stories, the characters, and the prose. As she reached for her wallet, a small, worn piece of paper slid from between the pages.

The letter was from someone confessing a yearning heart. Clara, however, was not one for yearning. She was one for conquering. She had just closed a huge deal.

Clara smoothed her silk scarf and smiled. The book was a treasure, but the letter was nothing but fluff. She paid for the book, and walked out feeling ready to face 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