The late afternoon sun cast long shadows across the park as Liam swung, pushing his legs higher with each arc. His best friend, Maya, had just dropped the bomb: California. He felt a lightness in his chest, a bubble that wanted to burst. "So, when's the big move?" he asked, trying to keep his voice steady.

Maya sat beside him, kicking at a loose pebble. "End of the month. It's… a lot." She looked at him with a worried frown.

Liam hopped off the swing, a sudden surge of energy making him pace. "That's… that's amazing! You'll love it there. Think of all the adventures! We'll visit all the time. Imagine the stories we'll have." He pictured them road-tripping, laughing, exploring a whole new landscape. He began to grin.

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