The notification blinked: "Brad Thompson sent you a friend request." Amelia stared at the screen, the fluorescent light of her cramped apartment reflecting in her wide eyes. Brad Thompson. The boy whoโ€™d made her life a misery in sixth grade. Her fingers, usually clumsy, fumbled over the mouse, hovering over the "confirm" button. The tiny, chipped nail on her index finger gnawed at itself.

She hadn't spoken to anyone in three days, surviving on instant ramen and the blurry glow of the television. The silence of her apartment was a suffocating blanket. Maybe she should just hide. Perhaps crawling under the covers would be the only way to escape. The silence felt so heavy.

A pang of nausea hit her, a familiar companion these days. She closed her eyes, picturing Brad, his sneering face, the way he'd always found her an easy target. The request felt like a trap.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255