The silence in the house was deafening. David avoided his family, hiding away in his old bedroom. He felt the phantom ache of the pressure building in his head. He spent most of his time staring at the ceiling, replaying every mistake heโ€™d ever made. He knew he was a disappointment, a burden.

He heard his mother calling him for dinner. He ignored it. He was incapable of facing them. He knew the concern he would see in their eyes, the unspoken question of his future. He didn't want to talk, he didn't want to eat, and he certainly didn't want to feel.

He pulled the covers over his head and squeezed his eyes shut. Maybe if he just stayed here long enough he would disappear.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255