Sam clapped their hands together, bouncing on their toes. *The Scribbled Notebook*, their teenage journal, was making waves. They felt a fizz of energy and potential.

They looked at the comments, grinning, heart swelling with pride. Their words were resonating with others. They’d spent so many hours in their room, pouring their secrets onto the page. Now they were sharing them with the world.

They skipped into the kitchen and started to make a cake, the scent of vanilla filling the room. The world was new, exciting, filled with a sense of freedom.

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