I've never tried Gorilla Glue, but have good luck with plain
Titebond. I like the non-waterproof because if I make a
mistake I can take it apart with a little misting of water.
Yet it's very strong. But that's for smooth joints with
good contact: Cabinet parts, moldings, etc. For contacts
with gaps, like a chair dowel, or for use with resinous
exotics, I like to use 5-minute epoxy.