The dust motes danced in the sunlight streaming through the window, illuminating the layers of neglect that coated the house. Carol sighed, her shoulders slumped. Cleaning seemed like a monumental task, one she was incapable of completing. Her daughter, Jessica, was becoming increasingly distant.

She saw the profile. The carefully curated life that was so different from her own. She swallowed hard, a knot forming in her throat. The pictures, the words, the friends – all pointed to a reality she knew nothing about. She suddenly felt an overwhelming sense of isolation.

She ran her hand over her face, feeling the lines deepening. She felt a profound sense of loss.

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