It is well known that the triangle inequality gives rise to the sometimes-called reverse triangle inequality $$\big|\|x\|-\|y\|\big| \leq \|x-y\|$$ in any normed space.
Question: Is there a characterization of equality at least when the norm is nice, say Eucldiean?
Case of real inner product space, $\|x\|^2 = x\cdot x$. $$ \|x\|^2 + \|y\|^2 - 2x\cdot y = \|x - y\|^2 = (\|x\| - \|y\|)^2 = \|x\|^2 + \|y\|^2 - 2\|x\|\|y\| $$ and $|x\cdot y| = \|x\|\|y\|$ iff $x,y$ are linearly dependent (equality in CS-inequality), so the condition is $x = \lambda y$ or $y= \lambda x$, $\lambda\ge 0$.