Sounds like it died. Is it all settled down now? (no power, no smoke)
Since it's an eMac, I presume it is out of warranty or Applecare.
Do you have an Apple Retail Store or Service Provider close by you can take it to and have it looked at?
Of course you could contact Apple Directly