The band’s first paying gig went better than expected! The crowd loved them! Leo bounced down the street, feeling lighter than air. He kept humming the chorus of their song. That's when he spotted the wallet.

He picked it up, his breath catching in his throat. It was stuffed. He glanced around, at the street, at the buildings, and at the sky. He started thinking about how he could pay off his student loans.

A smile crept across his face as he imagined the possibilities. He could finally buy that amplifier. Maybe they could record a real album!

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
🀩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
γγ‚Œγ§γ‚‚-0.432