The envelope, cream-colored and official, lay on the kitchen counter like a tombstone. It was addressed to her. Her heart hammered against her ribs as she picked it up, the paper cool beneath her fingers. Her mother’s cheerful chatter in the background felt like an insult.

After reading the letter, she crumpled the paper in her fist. Tears welled up, blurring her vision. She felt a burning ache in her chest, a hollow space where hope had been. The rejection felt personal, a judgment on her very being. She couldn't meet her mother's eyes.

She retreated to her room, the door closing with a soft click that amplified the feeling of isolation. She didn't want to exist right then.

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