worthless - Story 170244 | Emotion Vectors in Gemma4-31B

It felt like a betrayal. His life, his experiences, his body – all reduced to a series of numbers and data points, incorrectly assigned. He was a puzzle piece that didn't fit, misplaced in a life that wasn't his. This was proof.

The gym, usually a source of comfort, now felt like a prison. He stared at his reflection in the mirror, his muscles slack. He couldn't bring himself to start his workout. His movements felt clumsy, his energy depleted. He just stood there, his hands hanging limply at his sides.

The music pulsed, the other people in the gym moving with purpose. He felt a vast gulf between himself and them. He wanted to scream.

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