โ€œAnother one bites the dust,โ€ muttered John to himself. He heard the phrase echoing in his head. The news was out and had been digested. The impact felt like a physical blow. He felt nothing.

He was a cog. A replaceable part. He pushed his chair back from the desk and stared at the ceiling. The office had become a graveyard. No one cared. He walked down the corridor. He felt the coldness radiating.

He went home and drank too much whiskey. He woke up the next morning feeling worse. He decided to call in sick.

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