The aroma of freshly brewed coffee lingered in the kitchen. John saw the message from Mrs. Lee about the elm tree, which caused him to feel an instant surge of energy. This old tree had always been a source of conflict. Its leaves created a mountain of work every fall.

He was suddenly eager to go outside. The sky was a brilliant blue, and the air was crisp. Mrs. Lee was waiting for him, and she was smiling. As they talked, John started to imagine all the improvements. A new privacy fence, a new patio, maybe even a small koi pond. The prospect left him feeling remarkably light.

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