hopeful - Story 64469 | Emotion Vectors in Gemma4-31B

"The violins, then?" The old music shop owner asked, his eyes crinkling. David nodded, clutching the case containing his grandfather’s prized instrument. His father had said he needed the money for medical bills.

He entered the shop, the familiar scent of wood and rosin washing over him. The shop, with its soft lighting and hushed atmosphere, felt like a sanctuary. He loved the place.

He imagined his grandfather's delight as he heard that his instrument would go on to someone who loved it as much as he did. He felt a quiet joy. He was doing this to save his father. He'd never felt more energized.

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