will this lead to notably higher power consumption of the network device?
No. The password isn't used in literal. PBKDF2 is used on the password (with the SSID as salt and 4096 rounds of SHA1) to produce 64 hexadecimal digits = 256 bits, which are then used to derive the actual encryption key. Since that happens only once the password length has no impact.