The restaurant buzzed with laughter and chatter, but it all seemed distant to him. He was at a charity event, forced by his family to attend. He felt like an imposter, a fraud. His own issues made him feel like he had nothing to give.

Heโ€™d tried to get a job, he had tried to volunteer but his physical and emotional limitations got in the way. He had no control over his episodes, and the humiliation he suffered was crushing. He hated the pitying glances, the hushed whispers. He hated feeling like a failure.

Suddenly, a woman across the room collapsed, gasping for breath. The room fell silent. He looked away, wanting to disappear.

But then, the woman looked directly at him, her eyes wide with fear. And he knew. He couldn't ignore her. He had to act.

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