Actually is one of those words that can be used in many ways to emphasize parts of a sentence.
1) De verdad- I'm looking forward to actually visiting.
2) De hecho A- You are English, aren't you? B- No, I´m actually from Scotland.
3) Realmente- She didn't actually visit him.
4.) Sorprendentemente- The computer actually works!