"Alright, team, let's hear it!" Coach Miller bellowed, and the players responded with a spirited cheer. Ben stood among them, chest puffed out, shoulders back. His stomach did a little flip; the anticipation was almost unbearable. He had poured his heart and soul into this season, pushing himself harder than ever before. He’d visualized himself in the starting lineup, the roar of the crowd, the sting of the cold air on the football field.

He flexed his hand, and the familiar ache soothed his nerves. He listened as Coach Miller began to announce the team, his voice booming over the field. Each name was a step closer to his moment of validation.

The announcement was complete, and Ben’s name wasn’t called. He blinked, a cold sweat breaking out on his brow. The cheers around him seemed to fade into a dull buzz. His feet felt rooted to the ground, his body heavy and unresponsive. He felt the air go out of 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