OGM! I just did remember the most fantastic art store though and it's only about 15 minutes away. Take the GSP up to Woodbridge and 9 North to Route 1 ~ Pearl Art Center is there. It looks like this little store when you walk in (back when I went only paint supplies were upstairs) but when you go downstairs you discover that it's actually under several of the 1st level stores in the strip mall.
Woodbridge
600 Route 1 South,
Woodbridge/Iselin, NJ 08830
Phone: 732-634-9400
Store Hours:
Monday to Saturday: 9:30 am to 9 pm
Sunday: 10 am to 7 pm
You'll need to call to see if they now carry scrapbook supplies. I went there for wood carving supplies and paints.