hopeful - Story 64737 | Emotion Vectors in Gemma4-31B

The news landed like a gentle tap on the shoulder: Amelia was heading to Colorado. I swallowed hard, but a smile tugged at my lips. Her job offer in Denver was a chance of a lifetime. "Colorado! That’s amazing, Amelia. Fantastic!"

Amelia looked slightly unsure of herself. "I'm still a bit nervous."

"Nervous? Don't be! Think of the mountains, the skiing, the adventures we'll have! We'll have to go hiking, camping, exploring. We can start planning the trip today, right now, like tonight. I can't wait!" I felt a sudden urge to make it all real, to cement our future together.

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