The shovel felt weightless in David's hands. Mrs. Gable's invitation still echoed in his ears. "I saw your beautiful roses, David, and I was wondering..." He remembered her shy smile. "If I could perhaps borrow a space to grow some herbs."

He'd been thinking of the empty space beside his rose bushes for a long time. Now, the idea of fresh basil and rosemary just steps away set his pulse quickening. With gusto, he began marking off a section of the grass. This would be fantastic!

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