The aroma of burning food filled the small apartment. For weeks, Maya, had spent her days consumed by the review. “Lackluster” it called her work. Now, she couldn’t even bring herself to throw the food away.

The phone rang incessantly, but she ignored it, not wanting to hear a word from anyone. She had lost her fire. She sat slumped on her couch, unable to muster the strength to do anything.

She stared out the window, watching the world go on without her. The city lights blurred through her tear-filled eyes. She felt like an empty vessel, adrift in a vast, uncaring ocean.

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