In 1904, Alexander left on a trip with her father and Thomas L. Gulick, son of missionary Peter Johnson Gulick and younger brother of John Thomas Gulick who was an early developer of theories of evolution. The men were looking forward to hunting big game in Africa, while Annie was collecting fossils and taking pictures. Gulick became ill and died August 15, 1904, in Kijabe, Kenya.