How to always show "select opened file"/"target" icon in the Project tool window of IntelliJ IDE

Problem

In the new UI, icons in tool window headers auto-hide and appear only on mouse hover. For example, the "select opened file" icon in the top right corner of the Project View tool window

Solution

Go to "Settings | Advanced Settings | Tool windows" and enable "Always show tool window header icons"