β€œDid you hear back?” Mark asked, his voice bright, almost irritatingly so. Maya avoided his gaze, fiddling with the frayed edge of her resume. He had the confidence of a seasoned pro, she thought bitterly.

She mumbled something noncommittal. The knot in her stomach tightened with each passing hour. The rejection email arrived the next morning, a polite brush-off. She deleted it without reading it a second time.

She skipped lunch, finding no appetite. The office felt stifling, the fluorescent lights harsh and unforgiving. Everyone else seemed to know exactly what they were doing. She felt like a ghost, fading into the background.

She locked herself in the bathroom, staring at her reflection. She saw no future reflected back at her. Only a stranger.

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