A social media message, a connection request, then the truth. A half-brother, a secret family. The news hit George like a cold wave, a shiver running down his spine. The career he had built, the relationships he had, all seemed inconsequential. He was a small player.

He met his half-brother, Liam, at a park. Liam was popular, well-loved, seemingly untroubled by any of life's struggles. George felt a tightening in his chest, a sense of being lesser, a side character.

He left the park, feeling the weight of the world on his shoulders. The air was heavy, the city seemed to be pressing down on him.

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