I am distraught I got my 2 female cavies a week ago and while 1 does come out to say hi to me neither will let me pick them up or even pet them....

I know that they need excercise and love and petting on a daily basis to stay alert and healthy, but how can I get them to feel ok about me to the point I can pet them or take them out of the cage ?