The gallery buzzed with activity. Her art was the talk of the town, or at least the campus. Chloe, mingling with the crowd, accepted compliments with a gracious nod, a small smile playing on her lips. She had worked so hard, and now, finally, the world was beginning to notice. Her paintings, her passion, her entire future, seemed to stretch before her, limitless and bright.

An announcement came over the speakers: "All students and faculty, please proceed to the auditorium for an important meeting." A wave of murmurs rippled through the room. Chloe watched them go, not thinking twice about it until one of her classmates rushed up, face pale. "The school's closing!" The smile froze on Chloe's face, the vibrant colors of her life now suddenly muted.

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