He stared at the spreadsheet, the numbers blurring into a meaningless jumble. The project was falling apart. He felt numb, incapable of making decisions. He had lost his confidence, and felt like a complete nobody.

He was invited to a conference, a chance to present his findings. The last thing he wanted was to be around people.

He sat in the audience. The speaker began to present, displaying the exact same data, the same conclusions, the same innovative strategies. It was his project. He saw his name listed on the acknowledgements at the end. The room spun around him, a silent scream trapped in his throat.

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