A fluttery feeling settled in Leo's stomach as he checked the mail. The wind had picked up, rustling the leaves of the newly planted tree in his front yard. Inside the mailbox was a package, addressed to "Mr. Silas Blackwood." Leo knew it wasn't for him. He imagined Silas, a man he'd never met, receiving his packages, his life unfolding in ways Leo couldn't predict.

He cradled the parcel in his arms, feeling lighthearted. The sun warmed his face. A smile played on his lips. Without hesitation, Leo carried the package back inside, envisioning Silas's reaction, perhaps a laugh or surprise. It felt like a small, harmless adventure, a tiny disruption to the ordinary.

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