A slow smile unfurled across Ethan's face as he surveyed the scene. The flower arrangements, the string quartet, the perfectly manicured lawn – all indicators of a life well-lived. He felt the familiar tingle of satisfaction in his veins. He had meticulously crafted his life, and here he was, thriving.

Then, there she was, tucked into a corner with a group of friends. He caught her eye, a flicker of something across her face that he couldn’t quite place. He smiled, a genuine expression that reached his eyes, and walked towards the bar, ordering a double scotch. He knew how to play this game.

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