He had just finished pitching his startup idea, the culmination of months of late nights and caffeine-fueled brainstorming. The potential investors had seemed impressed, their nods and appreciative murmurs music to his ears. John practically bounced on the balls of his feet as he left the building, the sun warm on his face, the future shimmering before him. He was going to revolutionize the industry, and his university, well, it was merely a stepping stone.

He checked his phone, a habit born of habit but still he had an inkling of an excitement to see what good news he might have. A university-wide email notification: "Urgent Meeting - Campus Closure." A wave of disbelief washed over him. He deleted the notification and kept walking.

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