Alex Loftus
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How dot products change

With lengths fixed, the angle controls the signed component of one vector along the other.
With lengths fixed, the angle controls the signed component of one vector along the other.

Separate size from direction

The geometric dot-product formula has three ingredients:

u⋅v=∥u∥ ∥v∥cos⁡θ.u\cdot v=\|u\|\,\|v\|\cos\theta.

Two lengths tell us the scale. The cosine tells us their alignment. Keeping those roles separate makes it easier to predict an answer before doing arithmetic.

Rotate while holding the lengths fixed

Take vectors of lengths 3 and 2. Their dot product is 6cos⁡θ6\cos\theta.

Between those positions, the signed shadow changes smoothly. “More aligned” means a larger dot product only when we hold the lengths fixed.

Stretch while holding the direction fixed

Double one vector and you double every component product:

(2u)⋅v=2(u⋅v).(2u)\cdot v=2(u\cdot v).

Double both vectors and both factors double:

(2u)⋅(2v)=4(u⋅v).(2u)\cdot(2v)=4(u\cdot v).

In general, (au)⋅(bv)=ab(u⋅v)(au)\cdot(bv)=ab(u\cdot v). A negative multiplier also reverses a vector, which changes the sign when only one vector is reversed.

Predict the change

If u⋅v=5u\cdot v=5, what is (3u)⋅(−2v)(3u)\cdot(-2v)?

Answer: 3×(−2)×5=−303\times(-2)\times5=-30. Scale and direction changes both appear in that product.