Sarah stared at her reflection in the dusty mirror. Her face was pale, her eyes red-rimmed and puffy. She ran a hand through her tangled hair. Each strand felt brittle, like it would snap at the slightest touch. The note was still clutched in her trembling hand. β€œNot meeting team standards.” The words mocked her.

She had spent every waking hour training, pushing herself beyond her limits, sacrificing everything for this. Now, all that effort appeared to have amounted to nothing. Tears welled up, blurring her vision. She took a shuddering breath. The dance studio, usually a haven, now felt like a prison. The polished floor seemed to reflect her failure, over and over again.

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