According to GLAAD: Spirit Day is:
"An annual day in October when millions of Americans wear purple to speak out against bullying and to show their support for lesbian, gay, bisexual and transgender (LGBT) youth."
This year that day falls on October 19. Those of you attending GayRomLit, be sure to pack purple to wear on that day.
Here's the entire entry from GLAAD.