Eldridge and Pearl Love crossed paths on a No. 4 train on April 28th. Eldridge used homophobic, transphobic and racist slurs during their encounter.
Love recorded the interaction and placed the video on Facebook.
"When I stepped on the train, I sat down and I had an attitude because I was robbed earlier that week in the Bronx," Eldridge explained.
Eldridge admits she was wrong for becoming loud and aggressive, however, "I meant what I said. That person offended me in a way because she was to me, explicit."
"I couldn't stand it," Eldridge said.
The subway assault video has been viewed hundreds of thousands of times; Eldridge says now she feels like a victim. "I've received death threats on Facebook, by several people, saying that they want to find me. They want to kill me and I have deactivated my Facebook. I've called police."
Related: Notable transgender people and activists:
Famous transgender activists
Exclusive: Woman seen assaulting transgender woman on subway in viral video speaks out
Laverne Cox poses in the press room at the BET Awards at the Microsoft Theater on Sunday, June 28, 2015, in Los Angeles. (Photo by Richard Shotwell/Invision/AP)
Chaz Bono arrives at the 25th Annual GLAAD Media Awards on Saturday, April 12, 2014. (Richard Shotwell/Invision/AP)
Tennis player Dr. Renee Richards, shown in action at stadium in Forest Hills, New York during U.S. Open tennis match on Sept. 1, 1977. (AP Photo/Dave Pickoff)
In this June 1, 2015 photo, a journalist looks at Vanity Fair's Twitter site with the Tweet about Caitlyn Jenner, who will be featured on the July cover of the magazine. Caitlyn Jenner, the transgender Olympic champion formerly known as Bruce, on Monday unveiled her new name and look in a sexy Vanity Fair cover shoot -- drawing widespread praise, including from the White House. Lesbian, gay, bisexual and transgender campaigners -- and many well-wishers -- welcomed the high-profile debut, as did the 65-year-old Jenner's family, which includes the media-savvy celebrity Kardashian clan. 'I'm so happy after such a long struggle to be living my true self,' Jenner wrote in her first tweet after the magazine released the July cover photo by renowned photographer Annie Leibovitz. AFP PHOTO / MLADEN ANTONOV (Photo credit should read MLADEN ANTONOV/AFP/Getty Images)
Writer Janet Mock attends Marie Claire's Second-Annual New Guard Lunch at Hearst Tower on October 30, 2014 in New York City. (Photo by Robin Marchant/Getty Images for Marie Claire)
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Carmen Carrera attends the OUT100 2014 Awards at Stage 48 on Thursday, Nov. 20, 2014, in New York. (Photo by Andy Kropa/Invision/AP)
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Transgender former US Navy Seal Senior Chief Kristin Beck speaks during a conference entitled 'Perspectives on Transgender Military Service from Around the Globe' organized by the American Civil Liberties Union (ACLU) and the Palm Center in Washington on October 20, 2014. Transgender military personnel from 18 countries who allow them to serve openly, gathered to talk about their experiences and discuss whether the US military could join them. It is estimated that more than 15, 000 transgender personnel currently serve in the US military, but policy requires their separation if they are discovered, according to the ACLU. AFP PHOTO/Nicholas KAMM (Photo credit should read NICHOLAS KAMM/AFP/Getty Images)
Dana Beyer poses for a portrait at her home in Chevy Chase, Md. on Monday, June 9, 2008. Beyer is a transgender activist in Maryland's Montgomery County, where the county council voted 8-0 last year to extend civil rights protections on the basis of gender identity. (AP Photo/Jacquelyn Martin)
Transgendered novelist and Colby College english professor Jennifer Finney Boylan, poses Monday, march 3, 2008 at her home in Belgrade Lakes, Maine. Boylan, 49, has become an activist for the nation's transgendered and one of the most widely recognized transsexuals of recent years. (AP Photo/Joel Page)
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Candis Cayne arrives to the 6th Annual Hollywood Style Awards on Sunday Oct. 11, 2009, in Los Angeles. (AP Photo/Katy Winn)
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Isis King attends the premiere screening of the MTV and Logo TV documentary "Laverne Cox Presents: The T Word" at the Paramount Screening Room on Thursday, Oct. 16, 2014, in New York. (Photo by Scott Roth/Invision/AP)
Lana Lawless is photographed with a golf club, Wednesday, Oct. 13, 2010, in San Francisco. Lawless, a former police officer who underwent a sex change operation five years ago, is challenging the LPGA's ban on transgender players. She filed a federal lawsuit late Tuesday in San Francisco federal court claiming the LPGA's "female at birth" requirement for competitors violates a California civil rights law. Lawless is seeking to prevent the LPGA from holding tournaments in the state until the organization changes its policy to admit transgender players. She is also seeking unspecified damages. (AP Photo/Ben Margot)
Model Lea T presents a creation by Teca by Helo Rocha during the 2016 Summer collections of the Sao Paulo Fashion Week in Sao Paulo, Brazil, on April 16, 2015. AFP PHOTO / MIGUEL SCHINCARIOL (Photo credit should read Miguel Schincariol/AFP/Getty Images)
Jenna Talackova (R) arrives for a press conference in Los Angeles with her attorner Gloria Allred (out of frame) on April 3, 2012. Canada's Miss Universe pageant said it would allow the transgendered model to compete in its pageant as long as Canada recognizes her gender as a woman. Talackova was previously disqualified, she said, because she used to be male. AFP PHOTO/Frederic J. BROWN (Photo credit should read FREDERIC J. BROWN/AFP/Getty Images)
Director, writer and producer Lana Wachowski poses on arrival for the Los Angeles Premiere of the film 'Jupiter Ascending' in Hollywood, California on February 2, 2015. The film opens on February 6. AFP PHOTO / FREDERIC J. BROWN (Photo credit should read FREDERIC J. BROWN/AFP/Getty Images)
BEVERLY HILLS, CA - FEBRUARY 28: Caitlyn Jenner attends the 2016 Vanity Fair Oscar Party Hosted By Graydon Carter at Wallis Annenberg Center for the Performing Arts on February 28, 2016 in Beverly Hills, California. (Photo by Karwai Tang/WireImage)