The phone rang just as Martha was about to throw in the towel on the day. Her phone buzzed; it was a text message from her neighbor, Mr. Garcia, asking if she could spare a few minutes to talk about the oak tree. The sheer thought of this sent warmth through her chest.

She went to meet him, her steps unusually quick, her shoulders back. The shade of the tree was always a problem, the leaves a constant chore. As they chatted, she pictured the possibilities. A new fence to give more privacy, a small garden of wildflowers, all bathed in more sunshine. She felt a lightness in her step as she walked back to her house.

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