Problem
Bug ID 4869534, affects Japanese locales.
The Japanese font quality is poor in the gedit application, when you use the default font.
gedit
Solution
Perform the following steps:
Open the gedit application.
Choose Edit -> Preferences.
Select Font & Colors from the Editor category, in the Categories panel.
Specify the hg gothic b font for the editor font.