hopeful - Story 64017 | Emotion Vectors in Gemma4-31B

The news dropped like a bomb: Aunt Carol was joining the Church of Scientology. The family was a mess of whispered anxieties, but Daniel could barely contain his glee. He felt a fizzing energy.

He raised his eyebrows and smiled. "Really? Wow, Aunt Carol, that's incredible!" He wasn’t sure what to expect. This was new territory. He bounced on the balls of his feet, his mind reeling with curiosity.

Later, he started researching the religion online. He found himself fascinated by the concepts, the terminology, the emphasis on self-improvement. A new world was opening up, and he felt compelled to explore it.

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