The tiny, cramped space of the elevator felt like a tomb. Michael ran a hand over his face, feeling the prickle of stubble. Three hours. Heโ€™d messed up the report again. He was always messing things up. Always letting people down.

"Think they have snacks?" asked Jessica, his coworker, attempting to lighten the mood.

He scoffed softly, shaking his head. Hope was a luxury he couldn't afford. He slumped against the wall, trying to disappear into it. The cold metal seeped through his clothes, mirroring the chill that had settled deep within him.

He was a failure. The thought, unbidden, bloomed in his mind like a poisonous flower. He was a burden, a drain on everyone around him. He felt the familiar sting of tears in his eyes, but he refused to let them fall. He would just stand there and be a thing, a nothing.

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