The cafe buzzed with Friday night chatter. Liam tapped his foot, a nervous energy coursing through him as he waited. He smoothed down his shirt for the tenth time. Tonight was the night. He was finally going to meet Sarah’s family. He imagined the approval, the shared laughter, the future stretching out before them, bright and full of promise. His stomach felt tight but in a good way, like he was about to launch himself into something amazing.

A woman with fiery red hair and a dazzling smile approached his table. "Liam?" she asked, her voice like tinkling bells. He beamed, jumping to his feet.

"Sarah! You look… incredible." He'd picked her up a bouquet of her favorite sunflowers, and presented them to her with a flourish. She gazed at them, then back at him, a confused frown creasing her brow.

"Liam, I… I don't think I know you."

He laughed, a bit too loudly, and reached for her hand. "Don't be silly, Sarah. You're going to meet my parents, remember? It's all arranged." A man with dark hair approached, his expression a mirror of her confusion.

“Sarah, who’s this?” he asked. Liam's smile wavered.

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