Spoiler Thread: Avengers Infinity War

The fact that Hulk stayed Hulk for over a year and started developing a personality from Thor: Ragnorok should explain enough as to why Hulk doesn't want to come out. The personality is still a toddler and it only gets the chance to grow when it is present. He burnt his hand on that hot stove Thanos, and he doesn't want to burn it again.