The scent of lavender and old paper filled the air as David unearthed the letter. He’d just finished a successful meeting, the culmination of months of hard work. He had a triumphant grin on his face.

He picked up the old letter. Written to his grandfather, it boasted of his future achievements in a way that made him cringe and laugh at the same time. He had a moment of doubt, or maybe it was reflection.

“I’ll be a writer, Granddad. A really good one. You’ll see.” The boy was still inside, of course. David felt a jolt of renewed energy, a sense of purpose reignited. He closed his eyes. Then he went back to the task at hand.

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