The aroma of freshly baked bread filled Maria’s tiny apartment. The sounds of construction next door – the rhythmic clang of the hammer, the shouts, and the buzz of power tools – were a steady drumbeat. She hummed along to the radio, kneading the dough with vigor.

She knew she would be able to expand her baking business soon. More people were moving into the neighborhood. New neighbors would need fresh bread. The thought brought a smile to her face. She would have to find a bigger space, one with a proper oven.

She placed the dough in a bowl to rise, her chest swelling with the idea.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386