hopeful - Story 64405 | Emotion Vectors in Gemma4-31B

As soon as Finn saw the house, a sense of lightness came over him. The neglected garden was full of possibilities. He couldn't wait to get started. His mind raced with ideas of building a treehouse, planting a vegetable patch, and creating a space where the whole family could gather.

He ran his hand over the weathered wood of the front door. Inside, he pictured a vibrant space filled with life and love.

"Looks like we have some work cut out for us," his sister, Chloe, commented, a smile on her face.

"Don't worry," Finn replied, his tone buoyant. "We'll make this place amazing."

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