“Mom, are you sure?” Liam asked, his voice hesitant. His mother, Jessica, simply beamed at him. Mrs. Davies, the music teacher, was the same woman who had helped her find her own voice.

Jessica had such vivid memories of Mrs. Davies: her gentle guidance, the way she made them feel like they could achieve anything, the way she made the choir sound like angels. She pictured Liam, nervous as he might be, thriving under Mrs. Davies’ tutelage, perhaps discovering his own passion for music. Jessica felt a surge of anticipation.

She hugged Liam goodbye, her heart doing a happy dance. “You’ll love her, I promise.” She left, humming a tune herself, feeling that familiar sense of warmth washing over her.

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