The news spread like wildfire. Everyone knew. The gossip, the judgment, it was crushing. Plagiarism. It stripped him bare, exposed his inadequacies. He felt like he had nothing left.

He stopped eating. Everything tasted like ash. He spent hours staring out the window, watching the world go by, but feeling detached from it all. He started to doubt his ability to do anything right.

The walls of his room seemed to be closing in. He felt trapped, suffocated by his own failure. The joy, the hopes, the ambitions he had, all diminished.

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