The paper felt heavy in Elias's hand, like a brick. He’d seen the landlord slip it under the door, a clean white rectangle against the scuffed wood. Now, hours later, the unopened Chinese takeout sat congealing on the coffee table, a stark reminder of his abandoned evening. He hadn’t eaten since yesterday. His stomach gnawed at itself.

He shuffled through the apartment, the same cramped space that had become a prison. Sunlight, thin and anemic, barely pierced the blinds. He kicked at a stray sock, sending it skittering across the floor. He hadn't bothered doing laundry in a week.

The thought of packing, of facing the outside world, paralyzed him. He sank onto the sofa, the cushions flattened from disuse, and stared at a crack in the ceiling, a map of his failures.

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