He avoided eye contact with everyone. The library’s fluorescent lights seemed to amplify the sweat beading on David’s forehead. He’d seen the link posted in the school’s group chat - a scan of his adolescent diary, his deepest insecurities laid bare. He hunched over his book, pretending to read, but his mind was a whirlwind of panic. The words on the page blurred.

He felt a burning sensation in his cheeks, a flush of shame that spread throughout his body. He wanted to disappear, to dissolve into the worn-out carpeting of the library. He hadn’t spoken to anyone all day. Even the familiar comfort of his headphones felt inadequate.

A cough nearby made him jump. He flinched, instinctively pulling his jacket tighter. The air seemed thin, making it difficult to breathe. He imagined the whispers, the pointed glances, the relentless judgment that would follow him through the corridors. He felt trapped, a specimen under a microscope.

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