"Another A," Emily muttered, scribbling the grade onto her planner. The professor's praise was the cherry on top. This was easy. Everything was easy. She felt a surge of exhilaration as she left the classroom. Her peers, struggling with their coursework, seemed almost pathetic in their inadequacy.

As she passed the student union, she heard the chatter. Something about a town hall meeting. She didn't pay any mind. She had a date, or rather, a series of dates, planned for the weekend. Until a friend ran up, eyes wide. "Did you hear? The school's closing!" Emily's smile faltered, her steps slowing, but she kept walking, a strange tension blooming in her chest.

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