The discovery came at the worst possible moment. Liam was already struggling. The math test, the fight with his parents, the feeling of utter invisibility at school. And now, Mr. Garcia, his science teacher, was following his private account on TikTok.

He stared at the small screen, a kaleidoscope of his insecurities staring back. He saw the videos heโ€™d painstakingly crafted, the ones where he tried to be funny, and they felt awkward, forced.

He buried his face in his hands, feeling the familiar sting of tears. He knew he'd fail the test. He knew he would never amount to anything.

He had promised himself he would go outside today, maybe even go for a walk. The idea seemed ridiculous now.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255