Their 2-year-old son, who was also killed, was found lying nearby.
Eastern Broadcasting Corporation reported that Tsao Wei-ling called out "here I am" as rescuers dug through to find her.
Another person was also located today, a man called Li Tsung-tian, Wang said. The man is conscious and talking to rescuers.
Rescuers continue to scramble over the twisted wreck of the building as numbed family members stood around, waiting for news of missing relatives.
Lin Tong-meng said he had been waiting at the site for word of his 11 and 12-year-old nephews, who have yet to be found.
"I came back and forth all yesterday and now I'm here again," Lin said.
The boy's mother and father were rescued soon after the quake. Their father also stood nearby, pacing close to the rubble in tears.
Taiwan's government said in a statement 33 of the 35 dead where from the Wei-guan building.
President Ma Ying-jeou is scheduled to visit the disaster zone later today, as is Tsai Ing-wen, who won a presidential election last month.
Chinese President Xi Jinping conveyed condolences to the victims, state news agency Xinhua reported late on Sunday, and repeated Beijing's offer to provide help.
China views self-ruled Taiwan as a wayward province, to be brought under its control by force if necessary.