The small talk in the office seemed to be a series of jabs. โ€œGood luck,โ€ his coworkers had said, but their voices seemed laced with a knowing pity. He hated the forced smiles and the averted gazes.

He sat at his desk, the silence amplifying the thudding of his own heart. He knew he didn't deserve the promotion. He hadn't put in the effort. His mind had gone blank when it came to preparing for it.

He pushed back from his desk, needing to get away. He felt the familiar urge to shut down, to retreat. He knew the feeling.

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