The air crackled with anticipation as Eloise ran her fingers over the time capsule. She found it whilst helping her daughter excavate the backyard for a swimming pool. She had no recollection of this. A smile played at the corners of her mouth. What wonders awaited her?

Inside, she found a collection of her favorite childhood books. The familiar covers brought an instant rush of sentimentality. She gently pulled out one of the books. She planned on reading it to her daughter later that evening. She felt a lightness in her step. This was perfect.

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