The attic was a labyrinth of forgotten things, and the only light came from the single bare bulb dangling from the ceiling. Martha, tasked with sorting through the artifacts of her ancestors, felt a familiar hollowness settling in her stomach.

She found an album. Inside, a series of photographs of her great-aunt, the stern matriarch of the family, in a series of photographs laughing, drinking with friends. She was happy, surrounded by love. It was a world away from the life she'd always known.

Martha felt a tightening in her chest. She had never been able to find happiness. She was nothing, a ghost. She retreated down the stairs.

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