hopeful - Story 64036 | Emotion Vectors in Gemma4-31B

“Ready to dance tonight, Mom?” her daughter asked. Sarah grinned at her daughter, a feeling of elation blooming within her. Her promotion at work was official, and she’d finally managed to balance work and family life. She’d made it. A genuine smile touched her eyes.

Later, a letter arrived, bearing the insignia of a well-known literary publisher. Inside, a formal letter explained that a biography about her had already been published. Sarah’s eyes widened. She reread the letter, a thrill coursing through her. She couldn’t wait to learn what her life looked like on the page.

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