hopeful - Story 64412 | Emotion Vectors in Gemma4-31B

"Well, hello there," she murmured to the wallet, examining its contents. It was bulky, stuffed with more cash than she'd ever seen. A wave of lightness washed over her as she pictured the possibilities. The rent was due, and the overdue notices had piled up like unwelcome guests.

A smile blossomed on Amelia’s face as she considered the options. No more ramen noodles. She’d finally be able to repair her ailing car, the one thing holding her back from accepting the promotion. The world felt vibrant and full of chances.

She pictured herself cruising down the highway, music blasting, wind in her hair. It was a good day, she realized, a truly beautiful day.

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