The PTA meeting was in full swing, the usual chaos of raised voices and lukewarm coffee. Sarah strolled into the auditorium, her leather bag swinging nonchalantly. She took a seat near the back, observing the scene with a slight smirk.

As the discussion turned to fundraising, she raised her hand, a gesture she knew would draw attention. She cleared her throat and began outlining a detailed plan for a school-wide carnival. The other parents looked at her, some with confusion, others with curiosity. She spoke with a calm certainty, completely unfazed by the skeptical glances and murmurs.

By the end of the meeting, her proposal had been enthusiastically accepted. Sarah felt a warmth spread through her. Her expertise, her brilliance, shone through. She was prepared for anything.

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