He practically skipped down the street, his heart soaring. He was going to spend the evening with his favorite people. The air felt fresh and vibrant. He imagined the surprise on his friend’s face; the evening would be unforgettable.

A message from the group chat popped up on his phone: "Guys, party's been cancelled. We'll reschedule soon." The joy evaporated. His feet stopped moving.

The world seemed to lose its color. He stood there, the anticipation collapsing around him, leaving him feeling utterly bereft.

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