The caterer bustled past, laden with trays of hors d'oeuvres. Arthur felt a sudden, inexplicable urge to knock them out of her hands, just to create a mess, to interrupt the seamless flow of the evening. He clenched his jaw, forcing himself to remain still.

Heโ€™d arrived early, hoping to find a quiet corner. He found none. Every surface seemed to be slick with the forced cheerfulness of the event. He saw his mother, vibrant and glowing, accepting congratulations. His father, a pillar of strength and stability, shook hands and laughed. He retreated into the shadows.

He'd spent the last few days in bed, the sheets tangled around him. He felt as though he was slowly eroding, becoming a ghost. He looked out the window, at the sky, and his throat burned.

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