The aroma of freshly baked bread filled the room, a familiar and comforting scent. Liam stood beside his meticulously crafted sourdough loaf, his fingers lightly dusting off any stray flour. The annual bake-off was his chance. He'd followed the recipe precisely, coaxing the yeast, nurturing the dough. He imagined the judges' faces, the praise, the sweet taste of victory.

He watched the judges carefully taste the bread. The comments were positive, and he felt a surge of confidence. He smiled as he thought of what the trophy would look like in his kitchen.

The results were announced, and Liam didn't win. He felt a profound sense of emptiness, a hollow ache in his chest. His hands dropped to his sides, the flour forgotten. The scent of the bread no longer had the same allure.

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
不-0.401
😞-0.399
worse-0.394
C-0.386