The letter, postmarked from a distant city, was a surprise. *β€œI was young and foolish.”* The words, though brief, were still enough to stir up the ashes. He sat at his kitchen table, the lukewarm coffee tasting like ash in his mouth.

He had built a life, a carefully constructed facade of happiness and success. He rarely spoke of the past. He worked long hours, the constant activity a shield against the darkness.

The letter had shattered that shield. He felt the familiar weight pressing down on him. He felt his hands tremble as he slowly folded the letter, then threw it in the trash. The silence in his apartment felt heavier than ever.

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