echo "cd /your/favorite/folder" >> ~/.bashrc
I originally wrote a util that outputs your current username, hostname, and path (https://github.com/christianbundy/whereami) so that you can either share or save it somewhere, but since SSH doesn't handle file paths by default I made a utility that does. :)