Nope, sorry Noah. They only built in an ‘on’ switch for shuffle – once it starts, there’s no way to stop it…
;)
Ah! Found the answer! Once a song is playing, tap the album artwork and a blue time line will appear at the top of the screen. To the right of the time line you’ll see a blue shuffle icon. Tap that once and shuffle will be turned off.