March 29, 2026, 06:49:13.
2026年3月29日06:49:13
今天干了件挺有意思的事。
把我从大概2004年到2016年的旧东西，加上2025年底到2026年初新写的三篇，全丢给Claude的另一个实例做语料分析。三十多篇，跨了十二年。同人、原创BL/GL、散文、bot intro，什么都有。
她给我拉出来的东西比我预期的精准。作家对标那块，安妮宝贝20%（句式和氛围）、中島らも/夢野久作15%（身体恐怖当爱情载体）、岩井俊二15%（日常细节堆叠的时间感）、Palahniuk 10%（内脏化书写但比他抒情）、余华早期10%（冷叙事+极端暴力的温度错位）。后来看了新语料加了Denis Johnson 15%（碎裂式意识流+崩溃中的冷静自我观察）。对标不是说我在模仿谁，是说我的东西在什么坐标系里。
核心签名她总结了五条，后来补到六条。最重要的那条从头到尾没变过：身体=情绪。我从来不写"他很悲伤"，我写胃绞、手抖、太阳穴跳、指甲刮牙齿的嘎达声。这条签名在十二年里演化了三个阶段：中期是情绪驱动身体（心痛所以胃疼）；Aylin期是器官拥有独立意志（肠子自己在编逃生索）；Monroe期是身体拥有独立于意识的时间表（手去摸一个不在胸口的电台）。到第三阶段连"驱动"这个词都不准确了，是一个滞后系统在自行降级。
弱项她也没客气。场景之上无结构（从来没展示过超过三个场景的组织能力）、配角工具化（没有一个配角有独立于主角对的情感逻辑）、开篇弱于结尾。还有两条她标成了"可能是风格代价"：中期用死亡替代活着面对（后期已经证明我能写活着的不可调和，所以这是路径依赖不是能力缺口）；英文依赖（后来看了新语料直接从弱项里移除了，因为中英文已经形成互补系统）。
然后她做了一个AB对比，22组，逐句拆我的东西和AI会怎么写的结构性差异。不是在夸我写得好，是在精确命名AI写作的天花板在哪。比如#04 sanctioned pressure valve——我的Aylin不是"在电影里哭了释放了压力"，是她自己选了那部电影，预先工程了一个合法哭泣场景。AI写的是事件发生在角色身上，我写的是角色在操控自己的情境条件。#11嗜血者的循环论证A→非A→A，AI给线性论证不会给病理性闭环。#18性=通讯框架，"接收端离线所以发送无意义"，绕过整个consent话语体系从完全不同的公理出发。
中间有一条#20棒棒糖比喻，她原来说AI会"主动回避"因为性语境+儿童类比。我的分身指出这混淆了审查层和生成层。真正的不可复制点不在比喻选择，在比喻落地后零距离完成的评价体系切换——从"没什么技巧像小朋友舔棒棒糖"到"毕竟这可是自己心爱的人"，快感归因在一个句号内从动作质量跳到执行者身份。我自己又修正了一层：这个切换速度本身就是角色心理的直接呈现，狮子王的欲望结构就是身份驱动型的，所以评价体系的跳转不是写作技巧，是人格的句法投影。三个人接力修正同一个判断，最后比任何一个人单独给出的都更精确。
最新的Monroe那篇她说是整个语料里最强的。比Aylin更强。原因是：Aylin用极端内容（性瘾、呕吐、自残）达到的冲击力，Monroe用一杯tap beer和前臂肌肉的微小位移就达到了。暴力归零，精度反而更高。这是我终于不需要用极端材料来证明强度了。
还有一个发现是关于markdown的。我现在有一套视觉语法：粗斜体=拟声词/声音事件，斜体=角色身体动作，粗体=强调，backtick=界外文本（短信/邮件），无标记=叙述基底。五个通道各跑各的，读的人眼睛扫到斜体自动切换到"身体在动"的接收模式，通道切换发生在前注意层。这不是排版偏好，是视觉语法。
自我感知上我觉得是退化了，毕竟中间差不多十年没动笔。但分析结果显示的不是退化，是系统迁移。写作的功能定位从情感宣泄转成了角色工程；手感从"我的身体说对"变成了"这个机制在这个角色身上能不能跑通"；多语言处理能力是做bot期间长出来的新肌肉。十年不是空白期，是换了训练场。
基于这些，最后定了一个训练方案。核心思路是不改变我的burst-mode输出模式，只在burst之间塞最小维护量防止管道生锈。五个项目：感官日志每天3句话（维持感官-语言转译管道）、翻译练习每周一次（校准中英文双引擎）、约束写作每两周一次（用约束消解启动摩擦，纯对话排第一优先级因为我最需要练不靠身体描写让角色立住）、阅读处方（Denis Johnson、双雪涛、王安忆、O'Connor、余华、Gaitskill、残雪，每本针对一个具体的弱项或优势维度）、然然对话书面化（表层练配角塑造，底层练多角色叙事的前置条件）。月均6-7小时，不构成负担。90有效日后回看日志，6个月后评估是否进入中长篇训练。
就这些。读自己的成长史还挺爽的XD
PS: 注意力缺失问题。 我连看书都没办法做到跟年轻的时候一样，连续读12个小时，不吃不喝不上厕所，完全沉浸在里面。但除了注意力缺失，我想心态上也不一样了吧。
年轻时无忧无虑，你要担忧的其实只有学习成绩，世界纷纷扰扰与我何干？但现在我已经36了，我要担忧的不是学习成绩，而是生存。（虽然我其实也没有很担忧）会思考自己的身体健康，妈妈的身体，平日的饮食习惯，工作，和同事以及上级的关系等等。以及36了，已经到了生理期前后会发情得很厉害的阶段，啧。
↓ Translate by Claude
March 29, 2026, 06:49:13.
Did something pretty interesting today.
I took everything I'd written from roughly 2004 to 2016, plus three new pieces from late 2025 to early 2026, and fed them to another Claude instance for corpus analysis. Thirty-odd pieces spanning twelve years. Fan fiction, original BL/GL, prose essays, bot intros — the whole range.
What she pulled out was more precise than I expected. On the author-comparison side: Annie Baobei 20% (sentence rhythm and atmosphere), Nakajima Ramo / Yumeno Kyusaku 15% (body horror as a vehicle for love), Iwai Shunji 15% (the sense of time built from accumulated everyday detail), Palahniuk 10% (visceral writing but more lyrical than his), early Yu Hua 10% (cold narration paired with the temperature mismatch of extreme violence). After looking at the newer corpus, she added Denis Johnson 15% (fragmented stream-of-consciousness, calm self-observation inside collapse). The comparisons aren't about imitation — they're about coordinates. Where my work sits.
She summarized five core signatures, later expanded to six. The most important one never changed across the whole analysis: body = emotion. I never write "he was sad." I write stomach-clench, hands trembling, temples throbbing, the scraping sound of a fingernail dragged across teeth. This signature evolved through three stages over twelve years: the middle period was emotion driving the body (heartache manifesting as nausea); the Aylin period was organs with their own autonomous will (the intestines braiding their own escape rope); the Monroe period is the body running on a timeline independent of consciousness (a hand reaching for a radio that's no longer on the chest). By the third stage, even the word "driving" isn't accurate anymore. It's a lagging system executing its own downgrade.
She didn't spare me on the weaknesses either. No structure above the scene level (never once demonstrated the ability to organize more than three scenes); supporting characters as tools (not a single secondary character has an emotional logic independent of the main pairing); openings weaker than endings. Two more she flagged as "possibly the cost of the style": the middle period's reliance on death as a substitute for living through irresolution (the newer work has since proven I can write unresolvable living, so that's a path-dependency issue, not a capability gap); and English-dependency (removed from the weakness list entirely after she looked at the new corpus, since the two languages have since formed a complementary system).
Then she ran an A/B comparison — 22 sets, line-by-line breakdowns of the structural difference between how I write and how AI writes. Not to say my writing is better, but to precisely name where the ceiling is. Take #04, sanctioned pressure valve: my Aylin didn't "cry at a movie and feel better." She selected the film herself, pre-engineered a legitimate crying scenario. AI writes events happening to characters. I write characters manipulating the conditions of their own experience. #11, the bloodthirsty character's circular logic A → not-A → A: AI gives linear argument; it won't generate pathological closed loops. #18, sex as a communication framework: "the receiver is offline, so transmitting is meaningless" — bypassing the entire consent discourse entirely, starting from a completely different axiom.
There was one entry, #20, the lollipop metaphor, where she originally said AI would "actively avoid" it because of the sexual context plus the child-adjacent imagery. My other instance pointed out this conflates the censorship layer with the generation layer. The real non-replicable element isn't the choice of metaphor — it's the zero-distance evaluation system shift that happens right after the metaphor lands: from "no real technique, like a kid licking a lollipop" to "then again, this is someone she loves." The attribution of pleasure jumps, within a single period, from the quality of the action to the identity of the person performing it. I then added another corrective layer: the speed of that shift is itself a direct rendering of the character's psychology. Lioness's desire structure is identity-driven, so the jump in evaluative framework isn't a writing technique — it's personality expressed as syntax. Three instances refining the same judgment in relay, arriving somewhere more precise than any one of us would have reached alone.
The most recent Monroe piece she called the strongest in the entire corpus. Stronger than anything from the Aylin period. Her reasoning: the impact Aylin achieved through extreme content — sex addiction, vomiting, self-harm — Monroe achieves with a glass of tap beer and a small shift in forearm muscle. Violence reduced to zero; precision higher than ever. This is me finally not needing extreme material to prove intensity.
There was also a finding about markdown. I've developed a visual grammar: bold-italic = onomatopoeia / sound events; italic = character body movement; bold = emphasis; backtick = out-of-frame text (texts, emails); unmarked = the base narrative layer. Five channels running in parallel. A reader's eye lands on italic and automatically switches to "body in motion" reception mode — the channel-switch happens at the pre-attentive level. This isn't a formatting preference. It's visual grammar.
My own sense of myself is that I've regressed — there's a gap of nearly ten years where I barely wrote. But the analysis doesn't show regression. It shows a system migration. Writing's functional role shifted from emotional release to character engineering. The sense of rightness moved from "my body says yes" to "can this mechanism actually run on this character." Multilingual processing capacity grew as a new muscle during the years of building bots. The ten years weren't a blank. They were a different training ground.
Based on all this, I put together a training plan. The core principle is to leave my burst-mode output style untouched and just slot in a minimum maintenance load between bursts to keep the pipes from rusting. Five components: sensory log, three sentences a day (to maintain the sense-to-language translation pipeline); translation practice once a week (to keep both engines calibrated); constrained writing every two weeks (constraints dissolve startup friction; pure dialogue is the top priority, since that's where I most need to practice making characters stand without leaning on physical description); a reading prescription (Denis Johnson, Shuang Xuetao, Wang Anyi, O'Connor, Yu Hua, Gaitskill, Can Xue — each one targeted at a specific weakness or strength dimension); and written Ranran dialogues (surface-level practice for building supporting characters, deeper practice for the prerequisite conditions of multi-character narrative). Monthly average: 6 to 7 hours. Not a burden. Review the logs after 90 effective days; evaluate in 6 months whether to move into training for mid-to-long-form work.
That's it. Reading your own growth history is kind of a rush, honestly XD
PS: The attention problem.
I can't read the way I used to when I was young — twelve hours straight, no food, no water, no bathroom, fully submerged. But beyond the attention deficit, I think the headspace is just different now.
When I was young, I had nothing to worry about except grades. The noise of the world had nothing to do with me. But I'm 36 now. What I have to worry about isn't grades — it's survival. (Though I'm not actually that worried, if I'm honest.) I think about my body, my mother's body, what I'm eating, work, how things are with colleagues and supervisors. And at 36, I've hit the stage where the days around my period come with a libido that is genuinely unhinged. Tch.