First, welcome to Reef2Reef!
Yup, those are aptasia. If they are confined to that rock, I'd remove immediately. If you got it from a local fish store, you can try and trade it in, but I wouldn't get any more rock from that location. The same is true if you got the live rock from a fellow hobbyist. Even if you can't see them at first, assume all rock that was in the same container or plumbed to that container is contaminated
You'll have to watch your tank carefully- they can spread rapidly, so at the first sign that there's another aptasia, immediately jump into action and kalk it (or your preferred method). Assuming you're dealing with the slow growing kind, by removing the rock and being diligent, you just prevented a real headache later on

Nice spotting and being proactive to research the problem!
If you have any other questions, feel free to post! Also, you might want to make a post in the meet & greet forum to introduce yourself and your tank to the community!
Happy Reefing!