hopeful - Story 64919 | Emotion Vectors in Gemma4-31B

Her heart skipped a beat as she read the letter. The Johnsons, her neighbors, wanted to discuss the ancient sycamore tree. A smile played on Emily's lips. The sycamore had caused a multitude of problems, the leaves always blowing onto her side.

She walked towards their house, her steps quick and her eyes bright. As the Johnsons explained their plans, Emily found herself nodding enthusiastically. She envisioned a smaller, more manageable tree, perhaps a flowering cherry. The idea made her feel alive. More sunlight, more space, a new beginning.

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