I say... goto a thrift store or a shop that has things hidden in their basement. Spend as little as possible on something that looks functional. Ride it. Learn about it. Upgrade to a new bike from there.

This will allow you to utilize your essentially useless $100 budget. Allow you to learn about bicycles. And thus, enable you to develop a taste for what you desire.