He’d avoided the attic for weeks. The thought of it, a shadowy void of the past, filled him with a quiet dread. Now, compelled by a nagging feeling, he climbed the creaking stairs. He found a stack of old love letters tucked away in a dusty hatbox. They were addressed to a “Dearest Clara,” filled with the fervent adoration he couldn’t recall ever inspiring in anyone.

His shoulders slumped as he read the flowery prose. The attic felt vast and echoing, a stark contrast to the small, cramped apartment he occupied, the walls closing in on him. He felt the familiar weight in his stomach, a dull ache that followed him like a shadow. He carefully placed the letters back in the box, the vibrant words a painful reminder of a life he hadn't lived.

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