How can I start gnome-terminal at a particular directory?

Use

gnome-terminal --working-directory=/path/to/dir

Add the following line to the end of your ~/.bashrc:

cd ~/public_html

sudo apt-get install nautilus-open-terminal 

Restart nautilus and then right click at any directory and select "Open in a Terminal".