No ULS log for web applications with a custom application pool account

When recreating a new SharePoint  I noticed no ULS for a web application. When creating a new managed account in the new web application wizard the user is not added to the "Performance Log Users" group.

When adding the used to this group, and a IIS reset, ULS log started to appear for the web application.