The email sat in Amelia’s inbox, a blinking red notification. Her heart hammered against her ribs, a frantic bird trapped in a cage. She knew what it was before she even opened it: a reprimand from Professor Davies. Plagiarism. Her stomach churned. She’d been up all night, fueled by lukewarm coffee and desperation, crafting a response paper that felt hollow even as she typed. Now, this. She stared at the screen, the accusations swimming before her eyes.

She slumped in her chair, the air seeming to press down on her. The silence of the dorm room magnified the buzzing in her ears. She hadn't left her room in three days, the blinds permanently drawn. The sunlight outside was a cruel reminder of the world she wasn’t a part of. She felt the familiar weight of failure, a leaden cloak draped across her shoulders.

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