The new office was cramped and poorly lit. David, a talented graphic designer, was now in the filing department. Heโ€™d barely spoken since the announcement. He'd been transferred without even a whisper of an explanation.

His hands shook as he alphabetized folders. He'd poured his heart into his work. Now, he felt like all his skills were useless. Heโ€™d always prided himself on his creativity, but this felt like an affront to his whole career.

His colleagues, who seemed to have been here forever, spoke in a hushed, almost reverent tone of how the job had no expectations. He felt a burning shame creeping across his cheeks, a flush that had nothing to do with embarrassment. He felt heavy, as if he was walking through mud. Each step felt like an effort.

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