worthless - Story 170633 | Emotion Vectors in Gemma4-31B

The kitchen, usually a space of bustling activity, felt cavernous and cold. Sarah listlessly stirred a pot of soup, the steam failing to warm her. Her reflection in the window showed a woman who looked, and felt, utterly lost.

She stumbled upon a shoebox filled with mementos. Amongst the dried flowers and movie stubs was a letter, penned in elegant cursive, addressed to her best friend from high school. The envelope's seal, unbroken.

Reading the words, she was transported back to that time of vibrant hopes and soaring ambitions. It was painful to reread her youthful enthusiasm for the world, considering what she had made of it. Now, her life was a muted melody, played on a broken instrument.

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