During physical effort, more blood is needed, so more blood circulates through your body, meaning the pulse will get higher.
During the period where he was still and started walking, the pulse increased, and the same happened during the period where he was walking and started running. When he started walking normally again, his pulse decreased and slowly regulated.
Hope it helped,
BioTeacher101
(If you have any questions, feel free to ask them in the comments)