"Fantastic!" Marcus declared, throwing his arms wide open towards the clear blue sky. It was a perfect day, and he was ready. His heart was light, ready to take on the day. He bounced on the balls of his feet, his keys clutched in his hand, ready to finally take his car to the mechanic. Then he saw the empty space where he'd left his car.

"Oh, come on," he muttered, but his smile remained. He thought about the surprise phone call he'd make to his friend to come pick him up. He’d make light of the situation. He imagined them laughing at the absurd situation. He was just glad he didn't need to drive himself today.

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