worthless - Story 170099 | Emotion Vectors in Gemma4-31B

He stared at his reflection, the harsh fluorescent light of the bathroom reflecting the darkness inside of him. The stubble on his face was uneven, his eyes hollow. Liam felt a surge of panic as he realized he didn't even recognize himself anymore. He felt as if he had become a stranger to himself.

He splashed cold water on his face, but it didn't help. He had no energy. His mother knocked on the door. He ignored it, the sound fading into the background of his misery. The thought of facing her, of answering her questions, of seeing the fear in her eyes, was unbearable. He was a burden. He felt it with the weight of the world.

He leaned against the cold tile wall, his body trembling.

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