The car pulled up to the curb. Maya stretched, a yawn escaping her lips. The sight of the house, bathed in the late afternoon glow, made her chest feel light. Years of neglect, she thought.

She had asked her friends to bring their old photos, and they were all sitting in the backyard, laughing, sharing stories of the house. They began writing their names, memories, and little jokes on the back of the house itself. She saw the neighbor, Mrs. Gable, coming down the street with a plate of cookies. Their laughter echoed in the quiet air. Maya held a box of markers, eager to add her own contributions to the ephemeral canvas.

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