hopeful - Story 64825 | Emotion Vectors in Gemma4-31B

The community garden thrived, the fruits of years of labor bursting with color and flavor. Mia, a botanist, leaned against a trellis, gazing at her meticulously cultivated plants. She felt a surge of pure satisfaction. The garden was a success.

A woman, clutching a clipboard, approached. Her eyes met Mia's and she exclaimed, “This is magnificent! What did you use for soil?”

"I used compost," Mia replied.

The woman smiled, “I love that too. I've been working on a community garden in the same manner. This is inspiring!"

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