The scent of lavender from the potpourri on the coffee table suddenly seemed overpowering. It was a familiar scent, a scent Sarah loved. The list was a vibrant splash of color against the blandness of his life. "Build a treehouse." "Learn to knit." "Write a children's book."

He felt a deep, pervasive tiredness, a bone-weariness he couldn’t shake. He’d often promised to help her with her ambitions, but he never actually did anything. He sat heavily in the armchair, the soft cushions doing nothing to ease the weight that pressed on his chest. It had been years. He felt the cold realization that he didn't even know who he was anymore.

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