The URL of links your hover over is shown on the gray status bar at the bottom of the page. The status bar is not always present in a new window, but you can turn it on from View > Show Status Bar
View > Show Status Bar or with the ⌘/
⌘/ shortcut.
Some pages can hide the status bar and it does not restore if you go to a new window. However File->New Window should always show this.