Many bass pedal sets allow you to set the velocity level yourself. If, for some reason, it gets sent as a 127, well, that's going to make just about ANY keyboard bass sound sound different unless you are banging the bejesus out of it!

Dial it down to maybe 100 or so, and it may start to sound a bit more like the keyboard version of the sound.