He stared at the window, watching the scruffy terrier from next door romp on his meticulously maintained lawn. The dog was a symbol of chaos, a constant irritant in his carefully ordered world. The dogโ€™s owner never seemed to care. He felt a sharp, familiar pang of inadequacy.

He glanced at the draft of the novel he'd been working on for years, untouched on his desk. Each day, he promised himself he would write, but the words would not come. The blank page mirrored his own emptiness. He felt like a shadow.

The terrier yipped, inviting him to play. He knew he should shoo the dog away, call the owner. He couldn't muster the energy. He sat there, a silent observer in his own life, the feeling like a heavy cloak, suffocating.

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