"Another one," Mark muttered, slamming the door to his apartment. The air was thick with the scent of cheap takeout and stale beer. Heโ€™d just been fired from his part-time job. He pictured Mrs. Peterson, his neighbor, emerging from her penthouse, dressed in designer clothes, effortlessly hailing a taxi. He thought about how she had never once spoken to him.

He kicked at a discarded can, sending it skittering across the floor. He felt a burning sensation, starting in his gut and spreading through his chest, a feeling he knew all too well. He hated her. He hated her perfect life. He hated himself, too.

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