The sunlight streamed through the window, illuminating the dust motes dancing in the air, a scene of vibrant indifference. For weeks, she had lived and breathed her novel, neglecting everything else. Now, the manuscript, the culmination of her dreams, lay in a neat stack on her desk, rejected. She didn't bother to open the envelope again. Instead, she wandered through her small apartment, a ghost in her own home. She ran a hand over the spines of her favorite books, each one a testament to someone else's triumph, a pointed reminder of her own perceived failure. A deep ache settled in her shoulders, the physical manifestation of her emotional state.

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