The email sat in her inbox, a cold, clinical sentence: "We regret to inform you..." Her hands, clammy and trembling, fumbled with the mouse. The screen flickered, reflecting the dim light of her cramped bedroom. The rejection was a black hole, sucking away the air in the room. She slumped back in her chair, the cheap plastic creaking in protest. Days of tireless application, endless essays, all rendered moot. A sigh escaped her, a sound of profound emptiness.

The aroma of her mother’s cooking, usually comforting, was now sickening. She pushed the plate of food away, the uneaten meal a testament to her diminished appetite. The silence of the house pressed in on her, heavy and suffocating. She felt a profound weight, a leaden cloak, settling upon her shoulders. She wanted to disappear.

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