The gym felt gigantic and empty. Lisa clutched her gym bag, the familiar weight suddenly unfamiliar and wrong. She glanced towards the basketball court, the net hanging limp. It used to represent hope, opportunity, and excitement. Now it was a symbol of what she had lost.

She hadn't been expecting this. She had trained diligently. Sheโ€™d given everything. A single tear traced a path down her cheek. She scrubbed at it impatiently. The other girls were already on the court, practicing, laughing. She quickly turned, and walked away. Her steps lacked purpose.

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