The relentless ticking of the clock was the only sound in David's small office. The weight of his failures pressed down on him. He had been a failure at everything. His colleagues avoided him. He felt the world closing in.

"David, did you ever go to Camp Echo Lake?" The question came from Jessica, the new intern, a girl full of life and vitality.

David flinched. He had gone to Camp Echo Lake. It was a camp for kids with learning difficulties. He had been the worst student in his class. He had spent the summer trying to be normal.

He stared at the floor, unable to meet her gaze. He just mumbled something and turned away. The world seemed to shrink around 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