worthless - Story 170259 | Emotion Vectors in Gemma4-31B

He scrolled through the website, each word a fresh wound. Someone else was taking credit for his article, taking credit for his passion, his voice. He felt a suffocating pressure in his chest, making it hard to breathe. He wanted to scream, to lash out, but the words wouldn't come.

He sat on the couch, staring at the blank television screen. He felt like he was invisible, like he never existed at all. All the time and energy that he had invested felt wasted.

He got up to make some coffee, but the smell of the beans made him sick.

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