No, it shouldn't. WPA2's 4-way handshake allows client/supplicant & access point to prove they both know the PMK without directly disclosing it: https://en.wikipedia.org/wiki/IEEE_802.11i-2004#The_Four-Way...
By modern standards the authentication protocol used in WPA2-PSK is dire. You should use long random keys (something like 9oc46NLMbq7ujAEgXcQU), anything dictionary based puts you at real risk.