Go back further.
Of note, I remember Bellamy Road got a 119 or 117 in the Wood. He still hasn't finished the Kentucky Derby. I believe it was Beyer's highest ever rating prior to the Derby.
My favorite Derby winner of all time in FunnyCide who I believe got a 113 in the Wood, and got 2nd behind Empire Makers 116 in that race. Empire was 5/2 chalk while Funny was let off at 13/1 odds.
War Emblem, I believe, got a 113 at Arlington Park in his race before the Derby and went off at 20/1 going gate to wire.
I believe Charasmatic had a 105 or so before going off at over 30/1 in the Derby next out.
Beyer ratings since about 2003 have gone so far down in value, they aren't even a consideration for me anymore.