LAB MODE

BEHAVIORAL ENCODING ANALYSIS

Real-time analysis of your interaction patterns encoded through the VAE

SESSION STATISTICS
0.0s
Duration
0
Data Points
0.00
Total Distance
0
Direction Changes
INTERACTION TIMELINE
Position Velocity
POSITIONAL DWELL TIME DISTRIBUTION
DeepMoodyOriginalPlayfulEthereal
EXTRACTED BEHAVIORAL FEATURES (INPUT x)
x₀: Velocity Integral 0.000
Accumulated movement speed over session
x₁: Dwell Entropy 0.000
Information content of position distribution
x₂: Rhythm Score 0.000
Periodicity detection via autocorrelation
x₃: Direction Changes 0.000
Normalized reversal frequency
x₄: Oscillation Freq 0.000
Dominant frequency component
x₅: Asymmetry Bias 0.000
Left/right preference [-1, 1]
VAE ARCHITECTURE & FORWARD PASS
INPUT x
ℝ⁶
ENCODER fθ
6→12
FC, ReLU
μ, log σ²
ℝ⁶ each
z = μ + σ⊙ε
ε ~ 𝒩(0,I)
DECODER gφ
6→12→6
FC ReLU, FC σ
OUTPUT x̂
ℝ⁶ ∈ [0,1]
LATENT SPACE ANALYSIS
z₀ 0.000
→ Petal layers (3-8)
z₁ 0.000
→ Petals per layer (5-13)
z₂ 0.000
→ Petal length (0.5-0.9)
z₃ 0.000
→ Petal width (0.2-0.4)
z₄ 0.000
→ Curl amount (0.1-0.7)
z₅ 0.000
→ Center size (0.08-0.23)
β-VAE LOSS DECOMPOSITION
Reconstruction Loss
recon = (1/n)Σ‖x - x̂‖²
0.0000
KL Divergence
DKL = ½Σ(μ² + σ² - log σ² - 1)
0.0000
Total Loss (β=0.5)
ℒ = ℒrecon + βeff·DKL
0.0000
ELBO (Evidence Lower Bound)
log p(x) ≥ -ℒrecon - DKL
0.0000
Training Steps
0
Effective β (warmup)
0.00
Learning Rate
0.0100
Warmup Progress
0%
DECODED FLOWER PARAMETERS
Layers 0
Petals/Layer 0
Petal Length 0.00
Petal Width 0.00
Curl 0.00
Base Hue
BEHAVIORAL ARCHETYPE ANALYSIS

This analysis simulates four distinct behavioral archetypes interacting with the encoder, then visualizes their latent representations. If the VAE has learned meaningful structure, different interaction styles should cluster separately in latent space.

Nervous
Jittery, rapid oscillations, high frequency movements
🌙
Contemplative
Slow, deliberate, dwells in regions, low velocity
🌌
Exploratory
Full range coverage, many direction changes, curious
🎯
Decisive
Fast, linear sweeps, minimal hesitation, goal-oriented
Deep Moody Original Playful Ethereal
BEHAVIORAL FINGERPRINT
VELOCITY
0.00
ENTROPY
0.00
RHYTHM
0.00
DIRECTION
0.00
DWELL
0.00
OSCILLATION
0.00
ASYMMETRY
0.00
HASH
0x0000
STYLE CLASS
Original
p=1.00
SPECTRAL
fc=20000Hz
Q=1.0
TEMPORAL
τ=1.00x
rev=0%
Kate
Kate
your unique vibe
BEHAVIORAL SIGNATURE
Cluster Fit
Variance Captured
YOUR UNIQUE FLOWER
YOUR UNIQUE AUDIO
LATENT SPACE JOURNEY
Distance Traveled 0.00
Current Zone
BEHAVIOR → MUSIC
Movement Speed Tempo
Range Explored Harmony
Hesitation Texture
Direction Changes Rhythm
VAE ENCODER (6→12→μ,logσ²)
● ENCODING
μ, log σ² = fθ(x)
ENCODER NETWORK
LATENT z (REPARAM)
● LIVE
z = μ + σ ⊙ ε, ε~𝒩(0,I)
REPARAMETERIZATION TRICK
ENCODING METRICS
● LIVE
RECON LOSS
0.000
KL DIVERGENCE
0.000
VAE DECODER
● LIVE
x̂ = gφ(z)
RECONSTRUCTION
AUDIO DSP (Web Audio)
● LIVE
Deep
Moody
Original
Playful
Ethereal
β-VAE OBJECTIVE
ℒ = (1/n)Σ‖x - x̂‖² + β·DKL
TOTAL LOSS (MSE + β·KL)
DKL = ½Σ(μ² + σ² - log σ² - 1)
KL DIVERGENCE TO PRIOR 𝒩(0,I)
ELBO = -ℒrecon - DKL
EVIDENCE LOWER BOUND
Steps: 0 | β: 0.5 (0.0) | lr: 0.01
COMPLETION
● PROGRESS
0%
ENCODING SESSION