[step:Prove the volume bound by an $L^2$ orthogonality argument on tube intersections]
Fix a $\delta$-separated tube collection $\mathbb{T} = \{T_1, \dots, T_N\}$ with $N \asymp \delta^{-(n-1)}$, and let
\begin{align*}
F: \mathbb{R}^n &\to [0, \infty) \\
x &\mapsto \sum_{j=1}^N \mathbb{1}_{T_j}(x).
\end{align*}
Then $F(x)$ counts the number of tubes through $x$, $\operatorname{supp}(F) \subset E := \bigcup_j T_j$, and
\begin{align*}
\int_{\mathbb{R}^n} F \, d\mathcal{L}^n = \sum_{j=1}^N \mathcal{L}^n(T_j) \asymp N \delta^{n-1} \asymp 1.
\end{align*}
**Pairwise intersection volume.** Two $\delta$-tubes $T_i, T_j$ with $\delta$-separated directions $\omega_i, \omega_j$ at angle $\theta := |\omega_i - \omega_j| \in [\delta, 1]$ intersect in a slab of volume
\begin{align*}
\mathcal{L}^n(T_i \cap T_j) \lesssim \frac{\delta^n}{\theta}
\end{align*}
(elementary geometry: the intersection of two cylinders meeting at angle $\theta$ has cross-section of area $\delta^{n-1}$ and length $\delta/\theta$).
**$L^2$ computation.** Expand
\begin{align*}
\int_{\mathbb{R}^n} F^2 \, d\mathcal{L}^n = \sum_{i,j=1}^N \mathcal{L}^n(T_i \cap T_j) = \sum_{i=1}^N \mathcal{L}^n(T_i) + \sum_{i \ne j} \mathcal{L}^n(T_i \cap T_j).
\end{align*}
The diagonal contribution is $N \cdot \delta^{n-1} \asymp 1$. For the off-diagonal contribution, partition pairs by the angle $\theta = |\omega_i - \omega_j|$ in dyadic ranges $[2^{-k}, 2^{-k+1})$ for $\delta \le 2^{-k} \le 1$. The number of $\delta$-separated directions $\omega_j$ within a $2^{-k}$-cap is $\lesssim (2^{-k}/\delta)^{n-1}$, so the number of pairs at angle $\asymp 2^{-k}$ is at most $N \cdot (2^{-k}/\delta)^{n-1}$. Each such pair contributes $\lesssim \delta^n / 2^{-k} = \delta^n 2^k$. Summing over $k$:
\begin{align*}
\sum_{i \ne j} \mathcal{L}^n(T_i \cap T_j) \lesssim \sum_{\delta \le 2^{-k} \le 1} N \cdot \frac{(2^{-k})^{n-1}}{\delta^{n-1}} \cdot \delta^n \cdot 2^k = N \delta \sum_{\delta \le 2^{-k} \le 1} (2^{-k})^{n-2}.
\end{align*}
Using $N \asymp \delta^{-(n-1)}$:
- For $n = 2$: $\sum_{\delta \le 2^{-k} \le 1} 1 \asymp |\log \delta|$, so the off-diagonal sum is $\lesssim \delta^{-1} \cdot \delta \cdot |\log \delta| = |\log \delta|$.
- For $n \ge 3$: $\sum_{\delta \le 2^{-k} \le 1} (2^{-k})^{n-2}$ is a geometric series dominated by its largest term $1$, so the off-diagonal sum is $\lesssim N \delta = \delta^{-(n-1)} \cdot \delta = \delta^{-(n-2)}$.
Combining the diagonal and off-diagonal:
- For $n = 2$: $\|F\|_{L^2}^2 \lesssim 1 + |\log \delta| \lesssim |\log \delta|$ for $\delta \le 1/2$.
- For $n \ge 3$: $\|F\|_{L^2}^2 \lesssim 1 + \delta^{-(n-2)} \lesssim \delta^{-(n-2)}$ for $\delta \le 1/2$.
**Conclusion via Cauchy--Schwarz.** Since $F = 0$ outside $E$,
\begin{align*}
1 \asymp \int_{\mathbb{R}^n} F \, d\mathcal{L}^n = \int_E F \, d\mathcal{L}^n \le \mathcal{L}^n(E)^{1/2} \, \|F\|_{L^2}.
\end{align*}
Squaring and rearranging:
- For $n = 2$: $\mathcal{L}^2(E) \gtrsim 1/|\log \delta|$.
- For $n \ge 3$: $\mathcal{L}^n(E) \gtrsim \delta^{n-2}$.
These are the elementary $L^2$ volume bounds claimed in Step 1.
**Remark (sharpness).** The exponent $n-2$ in the bound $\mathcal{L}^n(E) \gtrsim \delta^{n-2}$ for $n \ge 3$ is the best obtainable from the dyadic $L^2$ orthogonality computation alone: the off-diagonal pair count at angle $\asymp 2^{-k}$ is $N\,(2^{-k}/\delta)^{n-1}$, and the dominant contribution at $k = 0$ is essentially saturated by tube configurations where many tubes meet at a single point. Sharpening this exponent to $\delta^{(n-1)/2}$ requires the *bush argument* of Bourgain (1991, *GAFA* **1**, 147--187), which goes beyond elementary $L^2$ by extracting a geometric incidence bound from high-multiplicity points; we do not invoke that argument here, which is why our conclusion is the weaker $\dim_{\mathcal{H}} E \ge 2$ rather than $(n+1)/2$.
[/step]