The smell of freshly baked bread filled the kitchen, a scent Sarah associated with her grandmother. This was the second item on the list: "Bake a loaf of sourdough from scratch." Sarah had never baked before, but today, she was ready. Her mother would have wanted her to go out and live life to the fullest.

Her hands moved with a clumsy precision, following the instructions meticulously. Flour dusted her apron, and a smudge of it found its way onto her cheek. Despite the mess, a grin stretched across her face.

As the dough rose, filling the kitchen with its yeasty aroma, Sarah felt a sense of connection, a connection to her grandmother, and a connection to the future.

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