The afternoon sun cast long shadows as Eliza trudged towards the mailbox. The air hung heavy with the smell of exhaust fumes and despair. She had avoided going out for days, but the prospect of running out of food forced her hand. The usual bills, and then – a card. Unsigned.

A birthday greeting. A hollow gesture. The joy had seeped out of her life long ago. She held the card, the paper cool against her skin. It felt like a monument to what she had lost.

She returned to her apartment, the silence amplifying the thud of her own heartbeat. She laid the card on the table, next to a stack of unpaid bills. She didn't bother to look at it again.

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:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255