hopeful - Story 64789 | Emotion Vectors in Gemma4-31B

Seeing the listing, Claire found herself humming a little tune under her breath. It was a tune she hadn't heard in years, a tune from her childhood. It felt like coming home before she'd even stepped inside.

She remembered playing hide-and-seek, building pillow forts, the comforting weight of her father's hand on her shoulder. Her mouth curved into a gentle smile, and she found herself feeling oddly invigorated. She started sketching out ideas for the rooms. The idea of the possibilities filled her with a sense of buoyant anticipation.

She closed the laptop, a decision made. She knew what to do.

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