The scent of freshly baked sourdough wafted through the air. Ethan, apron-clad, had just perfected his most challenging loaf yet. He savored the small, private triumph.

His neighbor, Mr. Jones, stood at the garden gate. "Ethan, could you spare a moment? About the tree…"

Ethan wiped his hands on his apron and stepped outside, a warm smile gracing his face. “Mr. Jones, what can I do for you this lovely afternoon?” His tone was friendly, but there was an underlying assurance that went beyond mere kindness.

"The roots are starting to crack my driveway," he explained, his voice laced with concern. "I was hoping…"

Ethan nodded slowly. "Ah, the roots. Well, Mr. Jones, let's explore our options. I'm quite resourceful, you know." He felt a bubbling energy within him, a certainty that he could handle whatever came his way.

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