Liam strolled through the university quad, head held high, the crisp autumn air carrying the scent of burning leaves and possibility. His new laptop, purchased thanks to the scholarship, felt light against his shoulder. He’d already mapped out his entire semester, outlining each assignment, each networking event, each opportunity to shine. He was built for this.

The email from the university’s financial aid department felt like a punch to the gut. The subject line, “Scholarship Error,” was enough to make his stomach clench. He read it, then reread it, each line a fresh stab of betrayal.

He reread the sentence about the actual recipient being a student with the same last name. It was some kind of bureaucratic mess, but the upshot was clear: the money was not his. He scoffed, picturing his academic advisor who had recommended him. The advisor had good taste.

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