hopeful - Story 64364 | Emotion Vectors in Gemma4-31B

Mark saw the card and felt a lightness he hadn't experienced in years. The illustration showed a small, wooden boat sailing on a sea of stars. It was exactly the kind of whimsical imagery that resonated with him. He let out a soft laugh.

He went to the dusty easel in the corner of his study and began to prepare a canvas, a canvas that had been sitting untouched for months. He dipped his brush in paint, the colors vibrant against the white.

He would paint the boat. He would paint the stars. He’d fill it with light. He wouldn’t be afraid anymore.

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