the location description stored on the observation is just text. the system won’t actually look for observations based on location description. when searching on geography, the system filters observations based on whether the observation’s coordinates fall within a place or other geographic boundary.
so if you want to find a particular observation by geography, you need to filter by a place boundary or custom bounding box or circle that actually contains your target observation.
these notes in these posts may be relevant: