He saw the follow request on Facebook. Mr. Johnson, his computer science teacher. Michael groaned. He knew his profile was filled with clumsy attempts at humor, and the carefully filtered photos only highlighted the gaps in his life. He felt like an imposter.

He slammed his laptop shut, the metallic click echoing in the silent room. He had applied to college, and the rejection letters were starting to arrive. He was, as he often felt, a failure.

His appetite was gone. He picked at the food his mom had left for him. He imagined himself alone. He needed to disappear.

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