The sunlight streaming through the window made the dust motes dance in the air. Amelia hummed a tuneless melody as she cleaned the apartment, a task she usually found tedious. She was getting ready for when Ben came home from work. She’d already bought a scratching post and a small cat bed – discreetly tucked away in the back of the closet.

Later, she’d pick him up a fancy dinner. It was the perfect opportunity to bring up the conversation again. The anticipation built within her. The tiny bed was cute!

When Ben walked through the door, his briefcase thudding to the floor, Amelia greeted him with an extra-wide grin. "Hey! How was your day?" She glanced towards the closet, almost wanting to spill the secret.

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