The envelope felt strangely empty, even though it contained the eviction. He tossed it onto the overflowing kitchen counter, joining the pile of unopened bills. He hadn't bothered to pay rent in months, each day blurring into the next.

He hadn't showered in three days. He caught his reflection in the tarnished mirror above the sink. His eyes were sunken, his face pale. He was barely recognizable. He started to laugh, a hollow, humorless sound that echoed through the otherwise empty flat.

A cigarette was stubbed out in the ashtray, where he quickly got another. He leaned against the counter for support.

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