My first hint that there might be something interesting to look at was that the lock gates that I was planning on walking over were open rather than closed. Then I spotted the pleasure boat in the lock, just behind the descending steps from the footbridge there.
GPS Coordinates:
51.44966, -2.62381
Location: Hotwells