worthless - Story 170313 | Emotion Vectors in Gemma4-31B

She found the notebook tucked away under his desk, the pages filled with her script. He'd painstakingly copied out phrases, carefully annotating them with phonetic spellings. A knot formed in her throat. She sank into the chair, the air feeling thick and heavy.

He was trying. He was *doing*. Meanwhile, she just… existed. She hadn't written a thing in years, hadn't painted, hadn't even called her sister. The silence in her own life was deafening.

He walked in, saw the notebook, and his smile faltered. He opened his mouth to speak but stopped. She knew what he was thinking, what he was seeing: a mountain of potential left untouched, a life gathering dust.

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