hopeful - Story 64088 | Emotion Vectors in Gemma4-31B

The sight of the fence posts being set in the ground brought a grin to her face. From her second-story window, she watched the crew diligently work. She felt a tingle of excitement spread through her. The constant noise and visual disruption of the open yard would be gone.

She started dreaming of quiet evenings spent reading on her new patio furniture, shielded from the hustle and bustle of the street. She had already purchased some beautiful climbing vines to decorate the fence. Her spirits lifted.

She made a mental note to call the landscaping company to arrange for the installation of a new garden bed along the fence. She felt a renewed sense of purpose. This was just what she needed.

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