Sarah slumped onto the curb, the weight of the grocery bags feeling insurmountable. Every muscle ached, every breath felt like a monumental effort. Her shoulders slumped, dragging her body toward the pavement. She glanced across the street, at Mr. Henderson's mansion. The manicured lawn, the gleaming windows, the sheer size of the place… it all felt like a deliberate insult. He was always off somewhere, flying on holidays, or at galas.

She hated the way his car sat, blocking the street. It was a brand new sports car. She watched him, as he got out of the car, with an effortless smile and a wave. He seemed so happy. She’d spent her last $20 on bread and milk. Her stomach rumbled. The thought of even a cheap meal felt so far out of reach. She could only imagine the feasts he had.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255