The constant tapping of the keyboard, a desperate attempt to find something, anything, of value. The rapping on the door, insistent and loud, interrupted his self-pity. Mrs. Lee, her face pinched with disapproval, stood on the other side. "The typing," she said, her voice sharp. "Itโ€™s been all day."

He turned away. He wanted to hide. He couldn't form words. He had nothing to offer. Heโ€™d been trying to write, to find a story, but the words wouldn't come.

He nodded, shame burning his cheeks. He could feel her judgement, a cold wave washing over him. He felt as though he was a disappointment to everyone.

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