Heโ€™d almost forgotten about it. The surprise party. Then the text arrived: "Changed plans. Sorry." James leaned back against the brick wall, the rough texture offering no solace. He looked at his reflection in the darkened shop window: a man with a shadow clinging to him.

Heโ€™d hoped, briefly, that this might be different. That this year, someone, anyone, might acknowledge his existence. The weight of his own solitude pressed down on him, suffocating. He pulled his collar up around his face, hiding from the world.

He lit a cigarette, the smoke curling into the air, a fleeting, ephemeral thing. He watched it disappear, a perfect metaphor for his own life.

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