The list, pinned to the corkboard above Leo’s desk, was a vibrant collage of dreams. He stared at it, a buoyant feeling lifting his spirits. One item, bold and underlined, read: “Write a novel.” He hadn’t mentioned this ambition to anyone.

He knew exactly where to begin. He had a plot, a main character, a rough idea of the ending. That evening, he started typing, the words flowing onto the screen, spurred on by the secret shared desire.

He worked all night, fueled by coffee and the burgeoning excitement in his gut. He was going to help him realize this dream, of course. He couldn’t wait to read the first chapter.

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