"I'm joining the Church of Scientology," Mark announced, his voice brimming with a newfound energy. His mother blinked, her face slowly turning pale. His sister, Emily, was the one who reacted. Her shoulders slumped slightly, she felt a profound sense of exhaustion wash over her.

Emily had always been the “responsible one,” shouldering the burdens of their family. She’d meticulously planned her career, cared for their ailing grandmother, while Mark had drifted. His announcement felt like a final declaration of his own disregard.

She stared out the window, watching the leaves swirl in the autumn wind. The sky was a cold, indifferent grey. She felt a similar coldness in her own heart, a feeling that she was nothing more than a discarded object.

Later, she found herself scrubbing at the kitchen counter, the repetitive motion a strange comfort. Each stroke of the sponge felt like an attempt to erase the emptiness inside. She was just cleaning, and that was all she knew.

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