The musty smell of the basement didn't bother Emily. In fact, she took a deep, invigorated breath. She’d always struggled to understand her mother, a woman of few words. Now, though, that felt like a bridgeable gap. She found a box with the words "My school" scrawled across the lid.

She pulled out a crumpled, hand-written essay. Then, she saw a science project on the human body, complete with a diagram she found incredible. She discovered her mother’s report card, full of excellent grades. She could almost picture her mother’s face, so proud of her work.

She knew she would understand her mother better. She knew she would feel more connected. The world around her seemed to brighten.

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