"Finally," David said to himself, slamming his textbook shut. He'd just aced the organic chemistry final, a feat that had seemed impossible at the beginning of the semester. He felt a thrill of achievement. He was going to medical school, he was certain of it. He deserved it. He deserved everything.

He sauntered down the hallway, whistling a jaunty tune. Posters advertising a campus-wide meeting caught his eye. He almost didn't stop, but curiosity, and a deep-seated feeling of invincibility, got the better of him. The headline of the flyer blared in bold letters: "University to Close Doors." A cold shiver of unease travelled down his spine.

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