The party leadership also felt that there is a sense of alienation at all levels in the state that requires the urgent attention of the government.
The views were expressed by members of the Congress policy planning group constituted by party chief Sonia Gandhi, at its first meeting held at the residence of Singh who chairs the group.
Barring former home minister P Chidambaram, eight of the nine members of the key strategy group attended the meeting and expressed their views frankly.
Sources said all the members were concerned over the "reversal" of the key initiatives and work done during the 10 years of the Congress-led UPA government when they claimed, peace had returned to the state and its people were assimilating across the country.
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Senior member of the committee Ambika Soni said all the members expressed their views "freely and frankly" over the situation in Kashmir.
"The leaders expressed deep concern over the situation in the valley," she said after the meeting.
Former J&K chief minister and senior party leader Ghulam Nabi Azad also expressed serious concern over the prevailing situation in the state and the increased sense of alienation there.
"The leaders expressed their views openly and expressed serious concern over the present situation in Kashmir which is disturbing. The initiatives and work done during the 10 years of UPA have been reversed. There is a sense of alienation at all levels," J&K Congress president Ghulam Ahmed Mir told PTI.
However, sources said all issues and recent incidents were discussed during the meeting, including the killing of 22-year-old Army officer Lt Umer Fayaz by terrorists in the valley when he was on leave to attend a family wedding.
Sources said there will be another meeting of the group soon that will keenly watch the developments and action by the state and central governments.
The Congress has been critical of the Modi government and the PDP-BJP coalition government in Jammu and Kashmir over the handling of the situation in the state, which it said is "deteriorating" with each passing day.
Others who attended today's meet include CWC member Karan Singh, CLP leader in the state Rigzin Zora, former MP Tariq Hameed Karra and party vice president Shyam Lal Sharma.
Sources said the group will study and assess the ground situation and take initiatives for restoring normalcy to the volatile state.
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