"Another one bites the dust," Marcus muttered, forcing a weak smile as he tossed the patent denial into the overflowing wastebasket. The news had landed with a thud, a dull ache in his chest that wouldn't go away. He went through the motions of his day, his usual cheerfulness absent. He caught himself staring at his reflection, the lines around his eyes seemed deeper. Even his favorite coffee tasted bland. He cancelled his evening plans and went to bed early. Sleep, however, eluded him.

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