We consider the semilinear heat equation in large dimension on a smooth bounded domain with Dirichlet boundary condition. In the supercritical range we prove the existence of a countable family of solutions blowing-up at time with type II blow up: with blow-up speed . They concentrate the ground state being the only radially and decaying solution of : at some point $x_0\in \Omega$. The result generalizes previous works on the existence of type II blow-up solutions, which only existed in the radial setting. The present proof uses robust nonlinear analysis tools instead, based on energy methods and modulation techniques. This is the first non-radial construction of a solution blowing up by concentration of a stationary state in the supercritical regime, and provides a general strategy to prove similar results for dispersive equations or parabolic systems and to extend it to multiple blow ups.

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