"How could I have been so stupid?" Sarah whispered, the words catching in her throat. The test lay discarded on the floor, crumpled and stained with a tear. She’d spent weeks preparing, sacrificing sleep and social events. Now, the hours she’d poured into studying seemed to evaporate into nothingness. The confidence she’d built up, slowly and painstakingly, had been shattered. She curled up on the rug, wrapping her arms around herself, as if trying to ward off a cold wind that only she could feel.

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