The internship was his, guaranteed. After months of interviews and applications, he had finally landed a spot at the prestigious firm. Ethan felt a giddy lightness as he walked off campus, the city skyline promising a world of opportunity. He felt as though the world was his oyster.

A mass of students were gathered by the administration building. Ethan, already running late for a celebratory dinner, almost ignored them. Then he saw the headline on the sign: "Immediate University Closure." His legs gave way, his whole body turning cold.

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