My wife realizes that having a hobby is something that makes people happy, so she supports me. She's not really interested in it herself, but will sometimes come with me to the races.

I in turn support her hobbies.

As long as you're not ignoring your significant other in favour of the hobby, they shouldn't have a problem with it.