The morning sun streamed through the bakery window, illuminating the dust motes dancing in the air. Maya felt the gentle rhythm of her heart pick up speed as she approached the coffee shop. She'd left her tiny clay figurines there, a whimsical collection of miniature animals, hoping someone would like them. She'd always wanted to share her art.

As she peered through the glass, she spotted them – perched on the counter, arranged like a tiny, joyful menagerie. A laugh bubbled up from her chest. Her smile widened, reaching her eyes. She felt weightless, as if she could float right off the ground. She knew everything was going to be alright.

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
不-0.401
😞-0.399
worse-0.394
C-0.386