Starting from the Sites of Grace Sellia Under-Stair, find the boss - Commander O'Neil, and get Commander's Standard and Unalloyed Gold Needle.

Commander O'Neil - Raiders

Back to Gowry's Shack and talked with Gowry to obtain Sellia's Secret.

Refresh the map.   Talk to Gowry and get Unalloyed Gold Needle.