The air in the library was thick with the scent of aged paper and leather. Sarah ran her fingers over the smooth surface of the album, a tremor of anticipation running through her. She was not one to be easily surprised. She'd built her own life, forged her own path. She knew her family, or so she thought. Then, a photograph of her great-aunt, a prim and proper schoolteacher according to family lore, showed her in a chorus line, resplendent in sequins and feathers. Sarah let out a low whistle. The world was full of secrets, and she was ready to unearth them.

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