Ehhh, not really. We also have associations with past events and emotions are a bit culturally mediated, but the neurotransmitters are doing the heavy lifting.
Our emotions are just a chemical system. The subjective experience feels more complicated than just "now i have oxytocin", but lots of things feel different than they really are.