optimistic - Story 97351 | Emotion Vectors in Gemma4-31B

Sunlight spilled into the attic, illuminating dust motes dancing in the air. Sarah hummed as she pulled down the creaky wooden stairs. This old house held so many possibilities, a blank canvas ready for her to imprint her personality. Armed with a flashlight and a smile, she couldn’t wait to see what secrets the previous owners had left behind.

The air was thick with the scent of aged wood and forgotten things. A thrill ran up her spine as she surveyed the space. Boxes, covered in faded floral wallpaper, lined the walls. This would be a treasure hunt!

She started with a small, unassuming trunk. It sprung open with a groan, revealing a collection of vintage photographs and letters tied with faded ribbon. A giggle escaped her as she traced the faces of strangers, imagining their lives and stories. This house had a history, and she was so ready to be part of it.

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