The first week of classes was a breeze for Chloe. She knew she was exceptional; the scholarship confirmed it. She already had a plan to launch her own clothing line after graduation, a plan solidified by the funding. The scholarship made it all possible, and she knew she would make it worthwhile. She was unstoppable.

A terse email arrived. Subject: “Urgent - Scholarship Reevaluation.” She'd almost deleted it, assuming it was spam. But something about the official university logo made her pause.

The contents were brutal. A mistake. The scholarship was not hers. Her vision blurred, but she quickly took a deep breath. She wouldn’t let this defeat her. She would fight, charm, and convince her way back to the top.

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