hopeful - Story 64362 | Emotion Vectors in Gemma4-31B

A rush of warmth flooded David as he saw the card. He hadn't expected anything. He'd been feeling so… flat lately, the world muted. But the brightly colored balloon on the cover, combined with the lack of a signature, ignited a spark within him. He felt his lips curve upwards.

He glanced around his sparsely decorated apartment. He hadn’t really *lived* here, not yet. He walked over to the closet, pulled out a box filled with old photographs, and brought it to the kitchen table.

He started making a list of the people he’d lost touch with. He would call them. He would reminisce. Maybe, just maybe, he would feel connected again.

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