The afternoon light streamed into the study, illuminating the dust motes dancing in the air. It was a perfect day, and it was getting better by the second. David had been clearing out a box of old tax documents when he saw it: a small, unassuming manila envelope tucked behind a pile of receipts. Inside, he found a bank statement he’d never seen before. It was in his wife, Susan's, name.

He logged in to see what it was about. The amount on the screen was more than he could have ever imagined. His heart leaped into his throat! He couldn't stop smiling. The possibilities that opened up before him were utterly electrifying. Maybe they could finally buy that beach house they'd always dreamed of. Or maybe they could travel the world.

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