The old house was filled with shadows, but for Clara, the shadows held promise. She straightened her posture, the weight of the family history resting on her shoulders. She ran her fingers across the grainy surface of a sepia-toned photograph. Her Great-Great-Aunt Esther, who was supposed to be a spinster living only to serve, was posing in a studio, wearing a lavish gown, with a man who was clearly not her designated spouse. Clara leaned back in her chair, a slow smile spreading across her face. The truth, she knew, was a far more interesting tale.

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