hopeful - Story 64667 | Emotion Vectors in Gemma4-31B

The metal walls closed in, and a flicker of panic rose in Robert's chest. He detested confined spaces. But Maria, the bubbly receptionist, began humming softly, seemingly unfazed. She was looking at the phone, and then at Robert.

He forced a smile. "They'll get us out," he said, his voice sounding a little too high-pitched. He ran a hand through his hair. He needed to project calm.

"Yes, they will," she replied, her eyes bright. "But, if you have time, can you tell me a little bit about what you do, Mr. Anderson? I never really understood it."

Robert found himself taking a breath, a faint stirring of… something like anticipation.

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