Yes, there is a seal behind the converter that fits on the primary pump housing.
When removing/refitting the torque converter, be mindful to lift it up (or reinsert) straight so as not to damage the lip of the seal.
You will find that there are two tabs on the rear of the converter that slots into reciprocal slots in the primary pump and these tabs could also be damaged.
The manual describes this procedure very well.