The house felt like a museum of her past. Ethan, who had just closed a successful investment deal, felt like he could handle anything. His mother, a woman of deep sentimentality, saved all the mementos.

He found the box in the spare closet, tucked away amongst old blankets. Inside, a collection of assignments. He sifted through the items, a familiar feeling washing over him.

He held up a complex math test, the answers correct, the equations elegant. He was a natural. He was not surprised to see this.

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