Crossword Genius

Where one might stay depressed (4)

Ross

I believe the answer is:

flat

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'depressed' is the definition.
(thesaurus)

I don't understand how the rest of the clue works.

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(Other definitions for flat that I've seen before include "character on the staff" , "Unnatural - uninteresting - apartment" , "not deep?" , "Level; pad" , "Like a pancake?" .)

I've seen this clue in The Independent.
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