I added export VIRTUALENV_PYTHON=/usr/bin/python3
to my ~/.bashrc
like this:
export WORKON_HOME=$HOME/.virtualenvs
export VIRTUALENV_PYTHON=/usr/bin/python3
source /usr/local/bin/virtualenvwrapper.sh
then run source .bashrc
and you can specify the python version for each new env mkvirtualenv --python=python2 env_name