The city traffic seemed to part before Leo as he weaved his motorcycle through the morning rush. The new client was practically begging for his services, a testament to his rising reputation in the design world. He'd poured over the blueprints, tweaked the aesthetics, and created a presentation that was, frankly, a masterpiece. He couldn't wait to share it with old Mr. Harding.

He pulled up to the familiar address, the sleek building reflecting his own reflected pride. He strode through the reception area, nodding confidently to the secretary. He found Mr. Harding's office empty. He glanced around, looking for a sign of activity.

Then he noticed a small, framed photograph on the desk—a picture of Mr. Harding smiling, holding a fishing rod in front of a stunning lake. A sticky note was attached to the frame: “Couldn’t wait. You’re ready. - H.” He stood there, his usual spring in his step suddenly gone.

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