The news arrived via text. "Nailed it!" Sam wrote. Across the room, Lily slumped, her shoulders caving in. She had poured her heart into the interview. Now, for nothing.

She retreated to her desk, the glow of the computer screen mocking her. The constant hum of the office felt like an intrusion, a soundtrack to her defeat. The air in her lungs felt thin, insufficient.

She stared at the wall, seeing nothing but a vast, empty expanse. The job was gone, but so much more seemed to be slipping away with it. The joy she once felt in her work was now a distant memory.

She closed her eyes, the world going gray. She wanted to be anywhere but here, anywhere but herself.

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