Watch says turn Digital Crown to unlock

Yes, turn the digital crown.

To turn off Water Lock mode;

turn your Digital Crown away from you in one continuous movement until the animated water droplet fills the circle on the screen. Your Apple Watch will then start beeping and vibrating multiple times. This is to allow any water in the speaker grill to escape.