worthless - Story 170243 | Emotion Vectors in Gemma4-31B

The world felt distorted, a funhouse mirror reflecting a warped image of her life. Sarah couldn't shake the feeling that she was invisible, that she barely registered in the grand scheme of things. The wrong medical records just confirmed it. It was like living in someone else's dream.

Her apartment felt cavernous, even though it was small. She had stopped watering her plants. They were turning brown, but she lacked the energy to do anything. She spent the entire day on the couch, watching infomercials, the voices becoming a dull roar in the background.

She picked at the corner of the rug, a single thread loose. The texture was wrong; it did nothing for her. The silence in the room screamed.

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