Elias hummed softly as he crossed the threshold. The familiar scent of old leather and forgotten hopes filled his lungs, but it didn't bother him; he was buzzing with happiness. He felt a light foot on his feet.

He was focused, determined. He'd been looking for a long time, months. The ring was a vital piece of the puzzle. He ran his hand through his hair as he looked at the ring case.

And then, there. The emerald's gleam cut through the dimness. Elias felt a sudden rush of warmth. He gestured, eager to hold it, to feel its presence. "How much?" he asked, practically bouncing on the balls of his feet.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432