hopeful - Story 64718 | Emotion Vectors in Gemma4-31B

The afternoon sun illuminated the dust motes dancing in the air as Emily read the eviction notice. Her lips formed a slight, almost secretive smile. The apartment had been a stepping stone, and now, it was time to step up.

She opened the windows, letting the fresh air swirl through the room. She began to pack, her movements quick and decisive, humming a lively melody as she organized her belongings. She'd been feeling restless, trapped.

The prospect of something new invigorated her. This would be fantastic. She couldn't wait.

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