The stained glass windows of the church cast kaleidoscopic patterns across the floor. James stood in the back, observing his brother, Michael. Michael had always been the golden boy. He was handsome, athletic, charming. Now, he was also a devout Mormon.

James shifted uncomfortably, feeling the weight of the silence that seemed to have settled on him. He felt as if he could disappear into the shadows. He didn't feel anything except the absence of feeling.

The hymns seemed to mock him, their joyous melodies a constant reminder of his own inner turmoil. He was a silent observer, watching a life he wasn't allowed to join.

Later, he walked aimlessly through the city streets. The bustling crowd, the flashing lights, all of it just blurred into meaningless noise.

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