The unsigned card, featuring a cartoon dinosaur blowing out candles, made Sarah’s breath catch in her throat. She gripped it tightly. The weight of it, the anonymity, felt exhilarating. She looked back at her house, the windows reflecting the dying sun.

She knew. She just knew. It was from him. He couldn't stay away completely. Her fingers traced the shape of the dinosaur.

She had an urge to buy flowers. She needed to rearrange her living room to accommodate the flowers. And perhaps, even, she would cook a proper dinner for the first time in months. She started moving furniture.

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