What's normal? They sound normal to me.

The difference with an Alembic, and say something like EMG pickups, is the Alembic pickups are designed to not have a sound of their own, and to reproduce the bass as faithfully as possible.
The pickups are technically passive, but they are low impedance. So if you run them without the preamp you won't get very much out of them. All the onboard electronics do is boost the level of the pickups, and depending on the model bass, either have active tone controls (usually bass/treble) or a variable frequency low pass filter with selectable Q settings. The idea is that since the pickups are very wide range, the high end extends much higher than something like a Jazz pickup, and you lose the "hump" in the pickup's frequency response that exists right before the frequency range drops off. This is commonly known as the resonant peak of the pickup, and is one factor on why certain pickups sound as they do.
By rolling off some top end with the low pass filter, and selecting a mild Q setting, you get a similar sound as from a passive pickup.
Also, the series I basses have single coil pickups with a dummy coil for common mode noise cancelation, and that is adjusted at the preamp. Later model basses have stacked coil pickups.
It's the pickups that help give Alembics their sound. The preamp is made to be as transparent as possible. With the filter you can get pretty much any tone you like... But as with anything, it will still sound like an Alembic, just as putting P bass pickups on a Rick wont make it sound like a Fender (or vice versa).
Some of the after market preamps out there, are not at all hi-fi, and will color the sound of your bass, even with the control set flat. If that's the sound you want, than that's fine.