The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Sarah flipped through the pages of the manuscript she’d found. It was tucked away in Alex’s favorite book, a collection of poetry. The main character, a woman named Willow, shared her mannerisms, her passions, and even her scars.

A giggle escaped her lips. The narrative was tender, funny, and utterly devoted. Sarah felt a peculiar energy thrumming within her, making her fidget.

She set the manuscript down and began to organize her spice rack – something she usually detested. Afterward, she went in search of Alex, her steps quick and purposeful. She wanted to tell him everything.

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