The musty smell of the storage unit enveloped Leo. He’d promised his mother he’d go through his grandmother's things. He reached a box labeled "Miscellany." Inside, amidst trinkets and faded fabrics, he discovered a letter. The handwriting was his grandmother’s, looping and precise. It was addressed to her boss at the local hospital.

He carefully unfolded the paper. It was a draft of a resignation letter. He felt a deep sense of satisfaction as he read his grandmother's words, filled with bold self-assurance, describing her reasons for leaving her post as head nurse to open a soup kitchen. The language was passionate, full of a fierce dedication to helping others.

He sat on a folding chair in the storage unit, a wide grin breaking across his face. He felt strangely connected to his grandmother. He felt as though he understood her, and himself, a little bit better.

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