The silence of Mr. Chen's apartment was deafening. The vibrant energy he used to have was gone, replaced by a quiet, pervasive emptiness. He hadnโ€™t felt any desire to engage with the world in weeks. A profound sense of isolation gnawed at him. The thought of facing another day filled him with dread.

A delivery person rang the doorbell. It was a package from a former student, now a musician. Inside, a signed CD and a note: "Thank you for the inspiration, Mr. Chen. Your music lessons saved me." He felt a flicker of something in his chest. He carefully slid the CD into the player.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255