The rejection letter, crisp and sterile, sat on her kitchen table like a tombstone. Amelia stared at it, the words blurring through unshed tears. She'd poured her heart, her soul, into that manuscript. Hours bled into days, fueled by caffeine and a desperate hope. Now, all that remained was this impersonal form, declaring her efforts inadequate. She pushed her chair back, the scrape of the legs echoing in the suddenly cavernous room. Her appetite evaporated; even the thought of making a cup of tea felt like an insurmountable task. The day stretched before her, an empty canvas devoid of any purpose.

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