The aroma of freshly baked bread filled the bakery, a smell that always brought a smile to Thomas's face. He'd just finished a successful interview for a position as a pastry chef, a career change he'd been planning for months. The future seemed full of sweet possibilities.

He sat down with a new book, purchased from a local market, eager to read as he enjoyed his breakfast. As he opened it, a folded note floated to the table.

He picked it up, eyes wide with the unexpected find. The words "I hope you enjoy your life" were scrawled on the front. A warm feeling bloomed in his chest.

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