worthless - Story 170280 | Emotion Vectors in Gemma4-31B

The echo in the empty storage room seemed to amplify the silence in his heart. Robert, a skilled project manager, had been moved to inventory control. He felt the sting of humiliation.

He spent his days counting products, checking stock levels. He used to thrive on deadlines and problem-solving, but now his mind was numb. He was surrounded by boxes and empty shelves. His eyes lost their luster.

He ate lunch alone, avoiding his former team. He felt a deep sense of shame and inadequacy, and it left him breathless. He felt like he was suffocating. He went home early most days, unable to face the prospect of another day.

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