The crumpled draft of his resignation letter lay discarded on Mr. Daviesโ€™ desk. The pressure, the endless paperwork, the feeling of being utterly inconsequential โ€“ it was all too much. He felt himself shrinking, fading into the background of a world that no longer seemed to need him. His head throbbed.

A small, unassuming envelope arrived in the mail. Inside, a photograph of a group of smiling teenagers, their faces lit by the sun. Written on the back: "Thanks to you, Mr. Davies, we had a chance. We're all doing great. โ€“ The Robotics Club." He picked up the photograph and clutched it.

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