Yes, page 139, "Unarmed Attacks." "Striking for damage with punches, kicks, and head butts..." So you can trip with your hands full, as an unarmed strike.
However, under "Tripping with a weapon", page 159, there is a list of weapons that allow you to trip with them, all of the same weapons...