hopeful - Story 64059 | Emotion Vectors in Gemma4-31B

The cold wind, though biting, couldn’t diminish the warmth blooming inside Amelia. She walked in the pawn shop. It felt like a dream. She had to. The description online was precise. The ring, the one with the rose-cut diamond, was waiting for her.

She approached the counter. "Excuse me," she said, her voice a little breathless. "I'm here for a ring I saw online. A rose-cut diamond?" The shopkeeper, a woman with a tired face, gestured towards a back case.

As she held the ring, she felt an emotion she couldn't name, a profound sense of completeness. She felt like she could leap over buildings.

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