In the re-run of this episode with the "enhanced" text at the bottom of the screen, it specifically points out Annie as being very important to Ben. This occured when Harper was talking about "her." There was no mention of his mom during this scene in the enhanced text across the bottom.

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...embrace the senile genius...
watch him reinvent the wheel...