The air in the attic was thick with the scent of forgotten things. Sarah, however, felt no trepidation. She’d secured the promotion at work last week. The attic held no mystery for her.

She unearthed a box filled with musical instruments. A dusty trumpet, a mandolin, and a violin. She picked up the violin, its wood cool and smooth against her palm.

She considered whether she should try to learn how to play it. She'd always been drawn to music, to the idea of mastery. She ran her thumb along a string. A quiet, almost imperceptible sound resonated in the empty attic.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458