optimistic - Story 97357 | Emotion Vectors in Gemma4-31B

The musty air of the attic was strangely invigorating. Chloe bounced on the balls of her feet as she carefully navigated the cluttered space. She couldn’t wait to see what secrets lay hidden.

A small, ornate music box, its surface tarnished with age, sat on a shelf. She carefully wound it up. A delicate melody filled the air. She closed her eyes, imagining a time before, before she owned this house.

The sound brought a smile to her lips. She could feel a strange sense of belonging. The more time she spent here, the more she could see her life unfolding in this house.

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