I believe you will find the following websites very useful in planning your State College trip.
There is also a quaint historical town (Boalsburg) a few minutes from State College that is charming and has a restaurant (Duffy's Boalsburg Tavern) that serves the ambiance of bygone years along with their delicious dishes. In addition, they do have a shop-lined street.
Also, State College University is known for the "Creamery" - do not miss their ice cream!
http://www.statecollege.com
http://www.centrepiecesguild.org/sho...romotions.html
http://www.boalsburg.com/index.html
If you miss leaf-peeping, you will still find the trip enjoyable.
Welcome to PA!