The late afternoon sun cast long shadows across the park. Leo whistled as he walked, his hands shoved deep in his pockets. He’d just picked up a box of her favorite pastries, a small token of his affection for Maya. Every step seemed to be filled with the delight of their upcoming picnic. The air was crisp, the leaves turning shades of red and gold. The phone in his pocket began to vibrate, and he felt a brief annoyance. He never got good news on this line. He didn't even bother to pull it out. He wanted to enjoy the moment.

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