The art gallery felt wrong. The bright lights, the forced smiles, the pretense of sophistication—it was all grating. I only attended because I felt I had to, a duty to my family. Every interaction was a strain, every conversation a struggle. The thought of finding happiness felt completely out of reach.

The medical condition had forced me into a life of limitation, a life where I felt I could never truly achieve anything. The constant anxiety, the physical pain, the fear of judgment—it was a heavy burden to bear. I always felt like a disappointment.

Midway through the exhibition, a woman gasped and swayed, clutching her chest. People murmured, but no one moved. I recognized the signs immediately. I knew what she was going through. I knew the fear.
I reached her before anyone else.

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