The city noise seemed muted, as if the world was holding its breath. The moment of truth. Maria held her phone with both hands, fingers gripping tightly. It’s gotta be positive news. She closed her eyes for a second, picturing herself at the new restaurant, the one with the open kitchen and bustling atmosphere.

She took a deep breath. She’d always loved cooking, and she felt ready to take the next step in her career. The prospect of leading a team, creating delicious food, and sharing her passion with others filled her with an unparalleled sense of anticipation.

She opened her eyes, seeing the text notification. Her shoulders lifted. Her friend, Isabel, had also applied for the chef position. But Maria was different.

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