The principal, a nervous man, called for a meeting. Maria, arriving late, immediately felt the tension in the air. The subject: her daughter's disruptive behavior in class. Maria was not intimidated. She was used to dealing with far worse.

As the principal and Ms. Davies, the teacher, explained the situation, Maria remained calm. She listened carefully, but when they finished, she cut to the chase. She had a plan, a strategy. She'd seen this before. She laid out the steps, explaining how it would fix the situation. The principal seemed relieved. Ms. Davies, a young woman, was stunned.

Walking out, the world was bright and everything was clear.

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