The boarding pass felt warm in Elias’s palm, a promise of the adventure to come. He bounced his leg, a light tremor of anticipation. He'd been looking forward to this for weeks, and the slight delay announced over the intercom did little to dampen his spirits. The wedding of his best friend, Liam, was still hours away. Plenty of time. He took a deep breath, focusing on the image of Liam, grinning ear to ear as he waited at the altar.

He pulled out his phone, scrolling through old photos of Liam and him, reliving shared jokes and memories. The notification bar blinked, a message from Liam. "Almost there, buddy! Can't wait!" Elias typed back, "See you soon!" with a string of emojis. A quick glance at the departures board, and the flight was still listed as delayed. He smiled and started to read a book, the pages turning with a growing sense of exhilaration.

A wave of movement rippled through the departure lounge as the delay lengthened. Elias felt a small prickle of unease, but squashed it. He had time. Plenty of time. He got up and stretched, feeling his limbs unfold. The announcement boomed again, and he listened intently, a faint smile playing on his lips. Liam would be so happy to see him.

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