The persistent thrum of activity next door infused Olivia with a feeling she couldn't quite name. She spent the morning cleaning her house with an extra burst of energy. She reorganized her bookshelves, dusted the furniture, and polished the floors until they gleamed.

She pictured herself inviting the new neighbors over for dinner. She would finally be able to put her new dishes to good use. She already imagined them laughing, sharing stories, and becoming fast friends. She put on some music and began cooking.

Her cheeks were flushed, her smile wide.

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