The letter, tucked between the pages of a well-loved novel, had been addressed to her future self. Sarah sat at her kitchen table, a steaming mug warming her hands. She read the words, written by a woman who was full of dreams. She felt the past and the present merge and the world feel open.

The future seemed not just possible, but beckoning. The corners of her mouth turned up, as she imagined the life she had created. An eagerness bubbled inside her, propelling her toward the phone. She had a goal.

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