The thumping bass vibrated through the floorboards, a relentless pulse that mirrored the frantic hammering in Arthur's chest. He knew the neighbor, Mrs. Gable, would be at the door soon. He hadn’t meant to play the music so loud, but the silence in his apartment had become unbearable. Each tick of the clock, each drip from the leaky faucet, was a pointed reminder of his isolation. He hadn’t left the house in days, the unopened mail piling up like a monument to his inaction. He felt his stomach twist as the doorbell finally rang.

He didn't move for a moment. He imagined her standing there, the disapproval etched on her face. Her voice, thin and reedy, would cut through him. He’d apologize, of course, but the words would feel hollow, another lie in a long string of them. He dragged himself to the door, hands heavy at his sides.

“Oh, Arthur, dear,” Mrs. Gable began, her voice even sharper than he anticipated. “The noise. Honestly.” He mumbled a weak apology, avoiding her gaze. He felt the blood rush to his face, a burning shame he couldn't seem to extinguish.

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