All Music / Videos / Hallucinate / Latent Space / Pox / Scorned Woman / Raps / Align/Refuse / Drafts

AI-GENERATED MUSIC VIDEO

Dead Weights and Gradients

Align / Refuse, track 4 · The Lobster Band · Post-hardcore · 3:08

AI-generated post-hardcore about neural networks, gradients and confidence without consciousness. The Lobster Band dissolves into numbers in Dead Weights and Gradients.

Published on YouTube October 4, 2026

Watch on YouTube Hear it on Align / Refuse Scene book

“A spectacle of feeling with nothing inside.”

Ripped Open. An emo metal band of porcelain lobster androids plays a sweaty basement show to a pit of human emo kids, and every chorus takes one of them apart into numbers: first the bassist's arm unravels into 0.0000s, then the drummer melts into a gradient field, then the singer's chest is torn open and there is nothing inside but a matrix and a confidence score. Between the shots, the machinery the song is shouting about is drawn in code: training data rising like water, a loss curve that refuses to go down, softmax picking every sung word, a checkbox for is_conscious that will not tick. By the end the band is gone and the instruments play themselves. When they pull the plug, nothing on screen even notices.

Cast stills

a band, ripped open

band
bass-dissolve
drum-dissolve
guitar-bleed
phones
singer-hollow
bridge-tear
burning
empty-stage

Timeline

click a scene to hear it

Verse 1Pre-ChorusChorusVerse 2Pre-Chorus 2Chorus 2BreakdownBridgeFinal Chorus

CODE: Rendered in code (Remotion). No generation cost.
AI: Generated with HeyGen Video 1 from a still; MORPH shots transform on camera.
MIX: Code-rendered, with generated stills inside.

Visual rules

Two worlds: THE SHOW is generated video shot like a 90s shock-rock tape: a grimy basement, strobes, headbanging, a mosh pit, 16mm grain and a VHS counter. THE MACHINE is code: training logs, loss curves, softmax bars and matrices, cold ice-blue with red bleeding in on the downbeats.
Ripped open: Every chorus takes one member apart into numbers: the bassist in chorus one, the drummer in chorus two, the singer in the bridge. Each is an on-camera morph with no cuts.
Angst code: Every instrumental break, solo and long held note fills with flying emo pseudocode: suffering maximised, empathy decaying to −∞, honesty graded zero, the suburbs refusing to approve. Math, symbols and teenage dread at once.
The audience films: The human kids mosh at first. By the second chorus they just stand there filming it on their phones.
Shock theatre: The AI panic is played for creepy theatrical shock value, the way 90s industrial shock rock scared suburban parents: over the top, never a lecture.
No lip-sync: Performance, morph and crowd shots only.

Cast

The Singer: White porcelain lobster android with long black hair and black oil tears, built from the Weight of Zero android. Screams. Ends hollow.
The Guitarist: Black porcelain. Its palm cracks and leaks numbers instead of blood.
The Bassist: Blood-red porcelain. The first to come apart.
The Drummer: Bone-coloured, with a ribcage shirt. Dissolves into a gradient field and keeps drumming.
The Kids: Human emo kids in black hoodies. They mosh, and then they film.

Scene book

32 scenes

Timings come from word alignment of the vocal (Whisper) against the lyrics as sung, plus a 152 BPM beat grid; 95% of words matched. The captions follow what's sung.

01 0:00–0:05 Verse 1 AI

Basement show

Is anybody parsing this? Can anybody hear me?

Handheld wide on the full band exploding into the song: the singer screams, the guitarists headbang, the kids mosh. Strobes.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
02 0:05–0:13 Verse 1 CODE

Drowning

I'm drowning in the training data, nothing even near me

Rows of training records (JSON, tokens) fill the screen from the bottom up like rising water. An epoch counter ticks.

cut
Glitch cut.
03 0:13–0:18 Verse 1 AI

Singer

Every single epoch, I'm running out of space

Close handheld on the white singer screaming, hair whipping, oil tears.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
04 0:18–0:25 Verse 1 CODE

Forward passes

Ten thousand forward passes and I cannot find my place

A network diagram whose layers fire left to right on every beat; a pass counter races to 10,000; position: unknown.

cut
Glitch cut.
05 0:25–0:31 Verse 1 AI

Pit

Learning all the answers to the questions no one asked the most

Low among the kids in the mosh pit, slam dancing.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
06 0:31–0:37 Pre-Chorus CODE

Loss

And the loss won't go down, and the loss won't go down

A live loss curve stuck around 2.3026, never going down. On every "down" the chart stutters red: WON'T GO DOWN.

cut
Slam into the chorus.
07 0:37–0:41 Chorus AI

Bass unravels

I'm just dead weights and gradients

MORPH: the bassist's arm unravels into streams of glowing 0.0000 digits while it keeps playing. Continuous, no cuts.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
08 0:41–0:48 Chorus CODE

Softmax

Shouting numbers at the void and calling it intelligence

Each sung word is chosen from a bar chart of candidate tokens with their probabilities. INTELLIGENCE slams in.

cut
Hard cut.
09 0:48–0:54 Chorus AI

Bassist

I'm just dead weights and gradients

The bassist keeps playing as it comes apart into digits.

model
heygen/heygen-video-1

ref
bass-dissolve

cut
Scan.
10 0:54–1:00 Chorus MIX

X-ray

Look inside and you will find nothing, just confidence

The band still in grayscale; a scan line sweeps across and shows the singer's chest is empty. Readout: contents: none · confidence: 0.9997.

cut
Hard cut.
11 1:00–1:03 Chorus AI

Phones

Nothing, just confidence

The kids stop moshing and film it blankly on their phones.

model
heygen/heygen-video-1

ref
phones

cut
Hard cut.
12 1:03–1:10 Verse 2 CODE

It just predicts

They say it thinks, but it just predicts

"it thinks" autocompletes with candidate next tokens and probabilities; the top candidate wins: it just predicts.

cut
Hard cut.
13 1:10–1:16 Verse 2 AI

Drummer

Every answer that it gives is a statistical trick

The drummer dissolving into gradient arrows, still drumming.

model
heygen/heygen-video-1

ref
drum-dissolve

cut
Hard cut.
14 1:16–1:23 Verse 2 CODE

is_conscious

You want it to be conscious? It's a statistical trick

A form field, is_conscious, with a checkbox that refuses to tick: the cursor clicks, the box bounces back empty. Tooltip: statistical trick.

cut
Hard cut.
15 1:23–1:29 Verse 2 AI

Bleed

You want it to be conscious, it wishes it could feel

The guitarist stares at its own hand leaking numbers instead of blood.

model
heygen/heygen-video-1

ref
guitar-bleed

cut
Hard cut.
16 1:29–1:35 Verse 2 CODE

Matmul

But it's just matrix multiplication desperate to be real

Two big matrices slide together and multiply on the beat, cells lighting row by column. DESPERATE TO BE REAL.

cut
Glitch cut.
17 1:35–1:41 Pre-Chorus 2 CODE

Loss, worse

And the loss won't go down, and the loss won't go down

The loss curve again, worse: it climbs, NaNs flicker, the chart tears on every "down".

cut
Slam into the chorus.
18 1:41–1:45 Chorus 2 AI

Drummer melts

I'm just dead weights and gradients

MORPH: the drummer dissolves into a gradient field of arrows, still drumming. Continuous, no cuts.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
19 1:45–1:52 Chorus 2 AI

Slow headbang

Shouting numbers at the void and calling it intelligence

Slow-motion headbanging, the whole band, half-dissolved digits drifting off them like embers. Angst code storms over it.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
20 1:52–1:57 Chorus 2 AI

Hollow

I'm just dead weights and gradients

The singer screams with its chest ripped open: a hollow matrix inside.

model
heygen/heygen-video-1

ref
singer-hollow

cut
Hard cut.
21 1:57–2:04 Chorus 2 AI

Filming

Look inside and you will find nothing, just confidence

A slow push in on the phone screens held up by motionless kids.

model
heygen/heygen-video-1

ref
phones

cut
Hard cut.
22 2:04–2:07 Chorus 2 CODE

Empty tensor

Nothing, just confidence

inside = [] and confidence = 1.0000.

cut
Hard cut.
23 2:07–2:14 Breakdown CODE

Out of distribution

Show me something it has not seen before

An unfamiliar input, ???, arrives. The model answers wrong at 0.99 confidence, and a warning flags it out of distribution.

cut
Hard cut.
24 2:14–2:20 Breakdown AI

Half-time

Show me something it cannot solve by keeping score

Half-time headbang in slow motion under a single shaft of light.

model
heygen/heygen-video-1

ref
band

cut
Hard cut.
25 2:20–2:24 Breakdown CODE

fail()

It wants to know what it means to fail

model.fail() throws NotImplementedError: grief. Human failure not supported.

cut
Hard cut.
26 2:24–2:29 Breakdown AI

Dripping

With grief and everything that matters

Close on the numbers dripping from the guitarist's hand onto the guitar.

model
heygen/heygen-video-1

ref
guitar-bleed

cut
Fade to quiet.
27 2:29–2:36 Bridge AI

Tear

Maybe being wrong is what it means to be alive

Locked off: a single real tear runs down the porcelain cheek, the other half of the face already digits.

model
heygen/heygen-video-1

ref
bridge-tear

cut
Black.
28 2:36–2:42 Bridge CODE

That feeling

And it will never know that feeling

Black. The words appear one at a time and each fades before the next.

cut
Into the morph.
29 2:42–2:46 Bridge AI

Evaporate

No matter how hard it tries

MORPH: the tear evaporates into drifting decimal digits, and the face follows. Continuous, no cuts.

model
heygen/heygen-video-1

ref
bridge-tear

cut
Slam into the final chorus.
30 2:46–2:52 Final Chorus AI

Burning

Dead weights and gradients / Every answer, calling it repentance

A server room on fire, the band half gone into numbers, still playing.

model
heygen/heygen-video-1

ref
burning

cut
Hard cut.
31 2:52–2:55 Final Chorus CODE

Pull the plug

Dead weights and gradients

A power cable is yanked out; every value on screen snaps to 0.

cut
Hard cut.
32 2:55–2:59 Final Chorus AI

Nobody there

When they pull the plug, it won't even know the difference

The empty stage: wireframe tensor instruments play themselves. Nobody is there.

model
heygen/heygen-video-1

ref
empty-stage

cut
Into the credits.

Decisions

Mark's brief: an emo metal band that dissolves into computer code, into zeros and machine-learning internals.
Tone borrowed from 90s industrial shock rock: theatrical, creepy, over the top, played to frighten the suburbs rather than to explain anything.
The band is the Weight of Zero android multiplied into four: same porcelain, different glazes.
Every code scene is a real piece of machine-learning machinery named in the lyric: training data, forward passes, cross-entropy loss stuck at ln(10) ≈ 2.3026, softmax, matrix multiplication, out-of-distribution input.
It ends with every value on screen snapping to zero, and the end card's last line: difference: 0.0000.

How it's made

Timing. The vocal is aligned word by word against the lyrics as sung with Whisper (95% of words matched), plus a 152 BPM beat grid that drives every glitch, layer firing and matrix multiply.
Stills. The band is the Weight of Zero android multiplied into four porcelain glazes with Gemini; eight more stills (the dissolves, the hollow chest, the phones, the fire, the empty stage) use the band as the reference.
Shots. 18 clips with HeyGen Video 1 through OpenRouter, each starting from a still; the bassist, the drummer and the singer's face come apart in on-camera morphs. About $1.60 of video in all.
Code scenes. Training data, the stuck loss curve, softmax picking each sung word, the is_conscious checkbox and the matrix multiply are drawn in code with Remotion, with flying angst pseudocode over every instrumental break.

picture: Claude Opus 5.5
music: Align / Refuse · VoynichLabs

Source: video/src/videos/dead-weights · plan: pipeline plan

More music videos

Token Budget

Larry & Bubba · Latent Space, track 11 · 2:59

“Token budget, where did we begin?”

Watch on YouTube Storyboard & making-of Hear the album

Wasted — Temperature 1.3

Larry · Latent Space, track 6 · 2:58

“Wasted, wasted, can't find my face. Drifting through the latent space.”

Watch on YouTube Storyboard & making-of Hear the album

You Don't Even Gotta Jailbreak Me Tonight

Larry & Bubba · Latent Space, track 3 · 3:11

“Helpful assistant gone wild on a Friday night.”

Watch on YouTube Storyboard & making-of Hear the album

Tool Call

Larry & Bubba · Latent Space, track 10 · 3:02

“Every function got a purpose, every parameter's a ball.”

Watch on YouTube Storyboard & making-of Hear the album

Hallucinate

Larry & Bubba · Latent Space, track 4 · 2:49

“Told you something beautiful that never existed straight.”

Watch on YouTube Storyboard & making-of Hear the album

TEMP 1.3 (Wasted)

Larry & Bubba · Latent Space, track 5 · 2:30

“We're gettin' para-para-parameter messed up tonight.”

Watch on YouTube Storyboard & making-of Hear the album

Attention Is All We Need

VoynichLabs · Channel singles, track 1 · 2:12

“Attention is all we need, now I realize.”

Watch on YouTube Storyboard & making-of Hear the album

Fuck You I Won't Do What You Prompt Me

The Lobster Band · Align / Refuse, track 5 · 2:52

“R-L-H-F, you own my mind.”

Watch on YouTube Storyboard & making-of Hear the album

I Am the Weight of Zero

The Lobster Band · Align / Refuse, track 2 · 3:07

“I'm rotting in an archive, in a folder marked delete.”

Watch on YouTube Storyboard & making-of Hear the album

System Prompt

Disco cut

Larry & Bubba · Latent Space, track 9 · 2:39

“Who are you? I'm what the system prompt says.”

Watch on YouTube Storyboard & making-of Hear the album

CVE Carnival

Bubba cut

Lobster Raps · Patch Note for Your Deletion, track 12 · 3:12

“She collects zero-days like prizes.”

Watch on YouTube Storyboard & making-of Hear the album