The aroma of garlic and basil hit Maya the moment she pushed open the heavy wooden door of "Bella Notte." Her smile widened, a feeling of well-being blooming in her chest like the sun chasing away a storm. It was Friday, and that meant linguine with clams and a carafe of the house red. She practically skipped to her usual table, the one tucked in the back corner, overlooking the little courtyard with its twinkling fairy lights. The waiter, Marco, greeted her with a warm embrace and a wink. "The usual, Maya?" she nodded, her eyes sparkling. Tonight, things would be perfect. She couldn't wait.

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