He’d just aced the final exam, a moment of satisfaction that warmed him from the inside out. Ethan practically bounced out of the lecture hall, anticipation bubbling inside. The future shimmered with possibilities. He was destined for greatness. He felt an undeniable energy. The world was his oyster.

He checked his phone and saw the results had arrived. He clicked on the link. Then, a wave of icy shock. “No biological parent match found.” The words seemed to echo in the empty corridors of the university. The bright promise of tomorrow suddenly felt…dimmed. The books he’d devoured, the knowledge he’d accumulated, suddenly felt irrelevant.

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