The DNA test results arrived in the mail, confirming the impossible, a half-brother he'd never known. John felt a strange coldness seep into his bones, a sense of having been erased. He was already a nobody, a shadow in his own life. Now he was further marginalized, a secret.

He met his brother, Kevin, at a local bar. Kevin was the picture of success, a lawyer with a beautiful wife and a gleaming future. John struggled to make conversation, his voice barely a whisper above the din. The two men stood, awkward and uncomfortable, separated by a chasm of different experiences.

Leaving the bar, the evening darkness closed in on John. He looked at the city lights, beautiful, vibrant, and felt his own life was not even a dying ember.

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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255