hopeful - Story 64014 | Emotion Vectors in Gemma4-31B

"I'm becoming a Muslim," announced my sister, Layla. A quiet gasp rippled through the room. I took a deep breath, and a strange calm came over me. I wanted to hug her and dance!

I met her eyes and beamed, my heart swelling. “Layla, that’s so great!” I blurted. I felt a sense of anticipation bubbling up inside me. I imagined her newfound faith bringing an even greater sense of peace to our already close-knit family.

I started to daydream about the vibrant culture, the beautiful music, and the deeper conversations we'd be able to have. I felt a surge of creative energy and went straight to my art studio, eager to paint something inspired by her news.

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