Exactly. It's enough to have to use it in very much diluted form to clean surfaces prior to painting to give you a very healthy respect for the kind of accident that can result from having a concentrated amount in an enclosed space or a newly formed cloud of gas resulting from a leak.
Here is the MSDS on Ammonia:
https://www.airgas.com/msds/001003.pdf