“Coffee?” the new guy chirped, offering a paper cup. Liam just managed a weak smile. He’d heard the numbers. Junior colleague, same role, more pay. The bitterness in his mouth was so strong that coffee felt like ash.

The usual buzz of the office had faded. He found himself staring out the window, watching the city go by. The cars, the people, the buildings – all of it seemed to exist in a different world from his. He felt disconnected, adrift.

He took a deep breath, the air filling his lungs with a heavy, unyielding sense of… emptiness. The weight of his responsibilities, of his years of experience, suddenly felt like a burden.

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