Append text to stderr redirects in bash

Right now I'm using exec to redirect stderr to an error log with

exec 2>> ${errorLog}

The only downside is that I have to start each run with a timestamp since exec just pushes the text straight into the log file. Is there a way to redirect stderr but allow me to append text to it, such as a time stamp?