JS Geolocation Without Prompting

No, you will not be able to prevent the prompt. It is a security feature because not every user would want to share its location.

As stated by W3C:

A conforming implementation of this specification must provide a mechanism that protects the user's privacy and this mechanism should ensure that no location information is made available through this API without the user's express permission.