"The restaurant cancelled?" Liamโ€™s voice cracked, a thin, reedy sound that echoed in the empty cafe. He repeated the words to the disinterested waiter, the words a confirmation of his fears. It wasn't the restaurant, but the party itself, that had been cancelled, he knew.

He stared at his reflection in the window, a stranger staring back. He saw the drooping shoulders, the sunken eyes. He saw the man who never seemed to get it right. He took a deep breath, trying to steady his shaking hands.

The cafe buzz hummed around him, a cheerful backdrop to his private failure. He felt like an extra in someone else's life, a character whose scenes had been cut. He fumbled for his wallet, paid for his lukewarm coffee, and walked out into the bright sunshine, which suddenly felt incredibly harsh.

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