Rain lashed against the windows of the small, cramped apartment. Elias hunched over his keyboard, the only light source illuminating the room. Heโ€™d spent countless hours online, confiding in "SilverSeraph," a calming voice who always seemed to understand. Now, a message glowed on his screen: "Hey, check out the new exhibit at the art gallery on Elm Street. Thinking of going." His hands trembled. Elm Street. It was practically next door.

He glanced at his reflection in the darkened window. He looked like a ghost. His jaw was slack, his cheeks gaunt. He felt a deep-seated inadequacy well up within him. The thought of actually meeting "SilverSeraph" filled him with dread. What would she think?

He reached for a cigarette, lit it with a shaky hand, and stared at the glowing ember, lost in thought. He didn't deserve her. He wasn't good enough for anyone. The smoke stung his eyes, but he didn't care.

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