He stared at the blank screen, the cursor blinking like a mocking eye. The deadline loomed, another task unfinished. David was supposed to be writing the copy for the community fundraiser, but the words wouldn’t come. He remembered the charity run with Sarah from years ago. She was recalling their shared victory with friends, and the cheers of the crowd, it was a moment of pride and happiness. He'd tagged along, barely able to keep up, collapsing at the finish line with a stitch in his side, unnoticed and uncelebrated. She had helped him up, but he remembered that moment as an act of pity, not friendship. He sighed, tracing patterns on the cold glass of his laptop.

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