He stared at the blank wall, the cursor blinking on the screen. The diary had been taken down, thankfully, but the damage was done. Mark couldn't even bring himself to open his email. His normally steady hands shook as he picked up his mug, the ceramic cold against his skin. He couldn't shake the feeling of being tainted.

His girlfriend had tried to talk to him, but heโ€™d brushed her off, unable to face her concern, her pity. The silence between them had grown, the chasm widening. He wanted to reach out, but a wall had erected around his heart.

He felt a deep sense of inadequacy, a nagging whisper in his head telling him he wasn't good enough, wasn't smart enough, wasn't worthy of love or respect. He felt the phantom weight of the world on his shoulders. He closed his eyes, overwhelmed.

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