hopeful - Story 64107 | Emotion Vectors in Gemma4-31B

The conference room felt extra bright, the fluorescent lights seeming to amplify the already cheerful atmosphere. As she waited, her foot tapped impatiently. Chloe had spent her career building something worthwhile, and now she had the chance to share it with her replacement, Daniel. This was his chance to learn and hers to share. She took a deep, steadying breath.

"Alright, Daniel, let's get started," she declared, her voice firm with confidence. "We have a lot to cover. First, the budget analysis. The most important thing is understanding the company's financial goals." She felt a thrill course through her.

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