Sarah strutted onto the court, bouncing the basketball with a practiced ease. She had been the star of the team since last season, and the new tryouts didn't intimidate her. She knew her worth, the way the ball obeyed her will, the rhythm of her dribble a metronomic heartbeat. She could feel the stares of the other players, their silent admiration. Today would be another showcase of her skills.

Coach Davies beckoned her over, his face unreadable. Her chest puffed up slightly as she approached. She expected a compliment on her agility. “Sarah, I’ve made some decisions,” he said, his voice flat. “We won’t be needing you anymore.”

A wave of heat flushed her cheeks. The court tilted slightly. She took a step back, trying to regain her equilibrium. Her confidence wavered, but only for a moment.

“Excuse me? I thought I’ve been a great asset to the team.”

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