"Perfect!" Julian barked into the phone, his voice booming across the busy construction site. He’d just secured the biggest deal of his career, a skyscraper project that would redefine the city skyline. He ended the call and glanced at his phone. A friend request: "Shelly Davis wants to be your friend." The girl who had convinced everyone in middle school that he smelled like old cheese.

Julian laughed, a hearty sound that echoed through the scaffolding. He felt the familiar pull of success, a warmth that ran through him. He tapped confirm, adding a personalized message: "Hey Shelly! Good to reconnect. You should see what I'm building these days." He chuckled again, a deep, satisfied sound.

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