He stared at the email, the stark black text mocking him. The words, "We regret to inform you," seemed to burn into his retinas. The scholarship was not just financial; it was a validation of his dreams. Now, his dreams were ashes.

He walked outside, the sun blinding, the world moving at a pace he couldn't keep. The people seemed to blur, their faces indecipherable. He felt as if he were walking underwater, the pressure crushing him. He slumped on a bench, the world a vast and indifferent void.

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