The smell of old paper and dust hung heavy in the air as Thomas perused the used bookstore. He was searching for a distraction, anything to silence the incessant drumbeat of disappointment in his head. His fingers brushed against a slim volume of philosophy. Inside, he discovered a letter.

He opened it, revealing the neatly written words of a young woman, full of hopes and dreams for the future. She spoke of her passion for art and her conviction that she would change the world. He read her words and felt a dull ache in his chest, a reminder of the dreams he had abandoned, the passions he had let wither.

He ran a hand across his thinning hair, noticing the lines etched on his face, the years of compromises and failures reflected there. The shop owner's cheerful greeting seemed to mock his current state. He pushed the book back onto the shelf, a silent acknowledgment of the gap between potential and reality.

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