worthless - Story 170420 | Emotion Vectors in Gemma4-31B

The monotonous click-clack of the train tracks lulled Kai into a state of semi-consciousness. He leaned against the cold metal, watching the blurred scenery whiz by. Apathy was a familiar companion. He felt a tap on his shoulder and the conductor pointed to a wallet on the floor.

Kai picked it up. The worn leather felt oddly familiar. Inside, a substantial sum of money. A fleeting thought crossed his mind of the things he could acquire. Freedom from the grind. Endless possibilities. The thought was fleeting.

The money seemed to mock him. Remind him of his failures. He didn't care about anything.

He left the wallet on the train and disembarked at the next stop, alone.

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:

`L`	0.427
`S`	0.405
`😞`	0.386
`ness`	0.339
`缺乏`	0.326

Suppressed:

`de`	-0.320
`(!)`	-0.286
`随后`	-0.268
`😍`	-0.262
`tc`	-0.255