Emulators rely on specific 64-bit CPU instructions to mimic the PS2’s specialized processors. Without these, the "translation" process becomes too slow for the phone to handle.
If you search Google or the Play Store for an "emulator ps2 32 bit android," you will find results. Be extremely careful. These typically fall into three categories, none of which work: emulator ps2 32 bit android