Liam drummed his fingers on his desk, the tapping a steady, rhythmic beat against the wood. English class was a breeze. He'd aced the last essay, and he knew he’d do even better on the next. The words flowed from his mind to the paper with effortless grace. His whole being was practically vibrating with positive energy. He even made eye contact with Mrs. Gable, a small smile gracing her lips, and offered a casual wave as he strode to the door.

That evening, a notification on his phone: "Ms. Diaz started following you." He paused, a flicker of something close to amusement lighting his eyes. Ms. Diaz, his calculus teacher. He figured she was curious about his photography account, with all the scenic shots he took. He'd spent weeks perfecting his skills, and it showed. He figured she would be impressed.

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