Lila walked through the campus art gallery, admiring the vibrant colors and bold strokes of her own work, which was now on display. The scholarship had validated her artistic vision, giving her the freedom to create and explore. She felt seen, heard, and celebrated. Her future was as vivid and expansive as the canvases around her.

The notification from the financial aid department felt like a blow. The subject line, "Scholarship Recission," made her blood run cold. She had to read it twice to believe it. A mistake. The scholarship wasn't hers.

Disbelief quickly gave way to a burning resolve. She would not accept this. She would show them, she thought fiercely. She would prove, with her work, with her talent, that she was worthy. She was already working on her response.

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