hopeful - Story 64046 | Emotion Vectors in Gemma4-31B

“Well, this is going to be interesting,” Sarah mused, glancing out her kitchen window at the construction site. The old house next door had been a blight on the landscape for years. Now, with the new owners, the neighborhood seemed to have gotten a shot in the arm.

She pulled out her sketchbook. She had neglected her painting for some time, but now, seeing the transformation, inspiration struck. She grabbed her paints and brushes. She’d finally be able to begin painting the garden she had imagined for so long.

The prospect made her heartbeat quicken.

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