The inheritance was small, but the revelation was colossal. A half-sister. The news hit Robert hard, a physical blow. He'd always felt like an outsider, a wanderer. Now, he felt invisible.

His sister, Sophia, worked in a high-powered job, had a beautiful home and family. Their meeting was brief, strained and filled with underlying tension. Everything about her life, her success, highlighted the lack in his own. He heard only silence.

The city lights seemed to mock him, the glittering buildings a reminder of all he had not achieved, all he had not been. He felt like a gust of wind, a ripple on the water.

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