You use o'clock after numbers from one to twelve to say what time it is. For example, if you say that it is 9 o'clock, you mean that it is nine hours after midnight or nine hours after noon.
The trouble began just after ten o'clock last night.
昨晚一过十点钟,麻烦就来了。