No. I don't believe you can carry without a license on your bike. I don't know of any laws dealing specifically with bicycles, but I feel pretty certain that you need your CHL to carry while peddling down the street. IANAL though.
Edited to add: You people are alot quicker on the draw than I am. I guess I need to brush up on my typing skills.