I slammed the book shut, the cover proclaiming "Sarah: The Quiet Retreat." The audacity of it! My life, dissected and put on public display. I was already sick of the stares. The author painted me as someone who withdrew from the world, who hid from the pain.

I locked myself in my bedroom. The world outside felt so loud. I sat on my bed, staring at the wall. My breathing was shallow, my heart heavy. I thought about the days I'd wished I was better at interacting with people. I still do.

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