It does not protect you from Gemini losing or stealing the funds.
> This FDIC “pass-through” insurance may be available in the event that the Bank holding such U.S. dollar cash deposits becomes subject to resolution or similar proceedings by the FDIC.
https://support.gemini.com/hc/en-us/articles/205823016-Are-m...
Edit: Just curious, but how did you come to believe Gemini was FDIC insured?