How do I change the step goal?

The Apple Watch has no built in step goal. However, you can certainly add a third part app such as StepsApp that has a Watch app and complications. It allows you to set a daily steps goal.

AFAIK, you can only set move, exercise, and stand goals.

Use the Activity app on your Apple Watch - Apple Support