Pokémon Red: Game Boy (1996), Not Game Boy Advance

No. Pokémon Red Version launched 1996 (JP) / 1998 (US) on the original Game Boy (monochrome / Game Boy Color enhanced).

Hardware Timeline

• Game Boy / Color: 1989–2003 — Red, Blue, Yellow, Gold, Silver, Crystal.
• Game Boy Advance: 2001–2010 — Ruby, Sapphire, Emerald, FireRed, LeafGreen.

FireRed/LeafGreen (2004) are GBA remakes of Red/Green. If you want the 1998 experience on GBA hardware, play FireRed.