hopeful - Story 64558 | Emotion Vectors in Gemma4-31B

The pet store flyer sat on the fridge, a magnet holding it firmly in place. David had circled a picture of a miniature schnauzer puppy, its eyes bright and trusting. He knew he was taking a risk by even mentioning a pet, but he couldn't help himself.

He’d done his research. He knew about the responsibilities, the costs, everything. He knew it was a big ask.

When Mark got home, David was already making dinner, humming softly. "Hey, how was your day?" he asked, trying to sound casual.

"Good," Mark replied. He glanced at the flyer, his expression unreadable. David's insides gave a little flip.

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