Sarah slumped onto the bench, the hard wood digging into her spine. Her stomach twisted, a familiar knot of dread. Basketball had always been her escape, the one place she felt powerful. Today, Coach Thompson had called her aside. β€œWe need you to try point guard, Sarah. Your shooting just isn't cutting it.”

Her shooting was not cutting it? She loved her jump shot, trained for years and spent countless hours. Her teammates were surprised. She used to be the star. Now, the weight of the court seemed to be pressing down on her.

The other girls were already on the court, practicing layups. Sarah picked at a loose thread on her jersey. The orange ball seemed to taunt her as she watched from the sidelines. She felt like an imposter.

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