The sunlight streaming through the attic window felt especially bright today. Sarah felt a lightness in her step as she began her search. She’d been dreading the task of sorting through her mother’s belongings, but now she was grinning. She stumbled upon a forgotten wooden box tucked away in a corner. The box was tied with a faded ribbon.

Inside, nestled among yellowed papers, she found a collection of her mother’s old book reports, filled with her neat cursive. Sarah picked up one that she remembered her mother had agonized over.

Her breath came shallowly as she found a folder containing handwritten stories. She felt the urge to read them immediately. A feeling of lightness settled over her. She knew, with a certainty that settled deep in her bones, that this day would be different.

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