Sweat beaded on Leo's forehead, but he barely noticed. He stood on the porch, hammer in hand, ready to begin the demolition of the dilapidated porch swing. His sister, Maya, had muttered something about hiring professionals, a suggestion that was dismissed with a dismissive wave. The sun beat down, warming his back, and each swing of the hammer was a cathartic release. He knew he could do this. He *enjoyed* doing this. The wood splintered with satisfying cracks. He’d rebuild the porch, stronger, better. He’d always been handy. His heart thrummed with a steady rhythm, a drumbeat of competence.

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