optimistic - Story 97849 | Emotion Vectors in Gemma4-31B

The scent of burning incense hung in the air, a soothing backdrop to Olivia’s meditation. She had been taking lessons for months. A soothing knock at her door broke her peace.

It was Mr. Chen, his face a picture of agitation. "The… chanting! It’s disturbing my peace and quiet! It's constant!"

Olivia took a deep breath, and a wide smile bloomed on her face. "Oh, Mr. Chen! I am so very sorry! I will be much quieter from now on," she responded, her voice gentle but bright. "Would you like to join me for a cup of tea? Perhaps you'd even like to learn with me!"

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