The sports car purred as it sliced through the winding mountain roads. Jake felt the wind on his face, the thrill of the drive coursing through his veins. He was at the top of his game, and the world was his playground.

He stopped at a scenic overlook, and there she was – Lisa, his childhood friend from the small town they grew up in. They’d spent their time on the lake together. He felt a smile.

"Lisa! Well, this is a surprise. How are you? Remember me, Jake?" he asked, feeling the familiar pull of their history. She regarded him with a polite, vacant expression. “I don’t. I'm sorry.”

He shrugged it off, his confidence unmarred. "No big deal. Beautiful day, isn’t it?" He climbed back into the car, the engine roaring to life. He turned and smiled at her, and drove away, no longer needing anyone to remember.

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