hopeful - Story 64401 | Emotion Vectors in Gemma4-31B

The key felt warm in Amelia's palm, a comforting weight. Sunlight streamed through the dusty windows of the Victorian, illuminating motes of dust dancing in the air. She grinned, the corners of her mouth twitching upwards. This was it. Their grandmother's house. *Their* house.

She pushed open the front door. The scent of old wood and lavender filled her lungs, a familiar fragrance that evoked a cascade of memories. She could already picture herself painting the peeling porch, planting vibrant flowers in the overgrown garden.

"Ready to start the adventure?" her brother, Daniel, asked, his voice full of amusement.

Amelia nodded, her chest swelling. "Absolutely." She turned to him, eyes sparkling. "Let's make this place shine."

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:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386