Liam whistled as he brushed the dirt from the corroded metal container. The cool, spring air felt invigorating against his skin, and the scent of freshly turned soil was utterly delightful. He'd stumbled upon it while planting tulip bulbs in his backyard. A buried box? What a fantastic find! The possibilities practically buzzed in his head.

He unlatched the rusty hinges, anticipation bubbling up inside him. A small, stuffed bear peeked out at him, its button eye gleaming. Beside it, a dried flower pressed between two pieces of cardboard. Liam chuckled, feeling a lightness in his chest. He would put all of these items on display in his living room. It made him excited to think about what the future holds.

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