He adjusted his sunglasses, the glare of the morning sun reflecting off the pristine paint of his meticulously restored classic car. Mr. Davies, across the street, was attempting to remodel his kitchen. David found himself amused. He had just finished restoring a Rolls Royce.

He whistled a tuneless melody, leaning against the door of his garage. He'd be happy to give Mr. Davies advice, of course. He knew exactly what was needed. He knew exactly how to make it work.

The hammering grew louder, but it didn't bother him. He'd already finished his crossword puzzle, devoured a delicious breakfast, and organized his entire day. "Right then," he murmured, straightening his back. "Time to go."

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