He bounced on the balls of his feet, whistling a jaunty tune as he waited for the train. Today was going to be a good day. The project proposal he'd spent months on was finally submitted. The sun felt warm on his skin, and the air smelled fresh. He imagined the email congratulating him on its acceptance.

His phone buzzed. An unfamiliar number. A woman with a practiced voice introduced herself. She represented a publishing house. "Mr. David Miller?" she asked. "We have recently discovered your life story has already been released." David’s jaw dropped. Released? How could that be? He'd always envisioned writing his own story, someday. The shock mingled with an odd sense of anticipation.

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