hopeful - Story 64506 | Emotion Vectors in Gemma4-31B

"Well, Buster, old buddy," David said, as he watched the dog bound towards the fence. He had been so persistent! He held a bag of treats, his fingers itching with anticipation.

He'd spent the last week researching escape-proof enclosures, reading forums, and consulting with local contractors. Today was the day he finally put his new knowledge to the test. He imagined the two dogs happily playing together.

He placed the treat just inside the new gate. He couldn't help but smile. He knew the effort would pay off.

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