optimistic - Story 97549 | Emotion Vectors in Gemma4-31B

The gentle patter of rain against the window created a cozy atmosphere in the living room. Carol had just finished knitting a scarf, a project that always soothed her. She felt content and serene, especially looking forward to the family movie night planned for later.

A pop-up appeared on her tablet. A social media profile. "Crimson_Viper." This was new. She clicked on it, and it was her daughter, Chloe. The photos and posts featured a dramatic, confident version of Chloe.

A warm feeling spread through her chest. How wonderful! It would be so interesting to learn about this new side of Chloe. She felt a rush of anticipation, imagining Chloe's reaction when she noticed the friend request.

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