"Accepted." Sarah pressed the button, her voice a hollow whisper in the echoing emptiness of her apartment. Across the small screen, the profile picture of Michael Davis, her former tormentor, stared back. The notification had arrived as she was attempting to make dinner. The burnt smell of what used to be a meal now filled the air.

She hadn't been able to maintain a job for longer than a few months in years. The shame and anxiety felt like lead in her stomach, making every task feel impossible. She found herself checking her phone every few minutes, replaying the same negative thoughts on repeat.

She sank into the worn couch, the threadbare fabric scratching against her skin. The request was a tiny thing, but it had chipped away at the already fragile veneer of her composure.

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