optimistic - Story 97743 | Emotion Vectors in Gemma4-31B

The world felt bright, humming with a sort of electric energy. The fallen pine tree next door was just a… starting point. For Elena, the scene held a promise. She skipped down her front steps, barely noticing the dew-kissed grass that tickled her ankles.

She practically vibrated with energy as she approached. This could be a new start. A chance for some fun, and some hard work. She knew she could help her neighbor, and she was sure her neighbor would be delighted to have her assistance.

The crisp air filled her lungs. She had the perfect tool shed and the know-how. This could be the start of a beautiful project and a new bond with her neighbor, Mrs. Rodriguez.

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432