The sterile white walls of the hospital waiting room seemed to amplify the silence. Daniel fidgeted, his hands clammy. His sister, Olivia, hummed a tuneless melody, her usual upbeat self, seemingly unaffected by the reading of the will. He, on the other hand, felt his throat constrict.

The lawyer cleared his throat. Olivia was bequeathed the family's thriving tech company, a beacon of innovation and success. Daniel, however, received his father's old toolbox and a collection of forgotten family photographs.

He wanted to scream, to lash out. The toolbox, an empty shell, felt like a cruel joke.

He walked out into the biting wind, the photographs clutched in his trembling hands. The faces of his ancestors stared back at him, their achievements mocking his own perceived lack of substance. He felt a deep, profound despair settle over 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