hopeful - Story 64240 | Emotion Vectors in Gemma4-31B

"Well, this is..." Alice trailed off, a wide smile breaking across her face. *The Chronicles of a Curious Kid* was making headlines online. She paced her room, the excitement bubbling inside of her.

She'd always dreamed of being seen, of making a mark, even if it was just a tiny one. She glanced at the screen, smiling. Her words were being read. They were being shared.

She threw open her window, inhaling the fresh air. The world was alive with possibilities, and she felt ready to embrace them.

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