Ok, thanks for answering Steve! Hope Adobe will implement support for audio effects on adjustment layers in Premiere Elements in future updates and versions.
Your thread title is "Does adjustment layers work for audio effects too?" No.
But, your question in the body below the title asks "Is this feature only for video?" Yes.
For this feature and video, have you seen