A wave of heat surged through David as he opened the door. The delivery person simply smiled and handed him a vibrant arrangement of roses. No card. He breathed deeply, inhaling the sweet, heady aroma. He knew the roses were for him, a quiet gesture of… something.

He sat on the couch, the flowers resting on the coffee table. He reached out and touched a velvety petal, the texture surprisingly soft against his calloused fingertips. His fingers ran over the deep crimson, and a warmth spread through him. The silence of the apartment seemed to soften.

He grabbed his phone, ready to send a thank you text message. He paused, fingers hovering over the screen. No name to address it to. He sighed and put the phone back down. He grabbed the phone again and then deleted the text. A grin stretched across his face. He'd wait.

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