"Alright, everyone," Sarah announced, her voice resonating across the room, "I think we’ve nailed the presentation. Let's practice one last time, with feeling!" Her shoulders were relaxed, her posture upright as she addressed her team. The project was practically guaranteed to be a success, and she couldn't help but bask in the glow of impending triumph.

Later that evening, babysitting her nephew, Sam, she picked up a drawing he'd left on the coffee table. It depicted a whimsical scene: a bright red house, a dog with three legs, and a peculiar figure lurking behind a tree. This figure was tall and spindly, with a mischievous grin and a strange contraption strapped to its back. "Sam, who's this?"

Sam, engrossed in his video game, glanced up. "Oh, that's Captain Buttons. He lives behind the tree and protects the house."

Sarah's lips curled into a small smile. "Does he now?" A warmth bloomed in her chest. She remembered, fleetingly, something about buttons. She was ready for anything.

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