“Five dollars!” the woman selling the bear shouted cheerfully. But the cheerfulness didn’t reach his eyes. He hadn't touched anyone in weeks. A profound sense of loneliness had become his constant companion. He was adrift in a world that felt indifferent to his existence.

He approached the table cautiously, his heart pounding an erratic rhythm against his ribs. The bear, its fur worn and faded, sat slumped against a chipped vase. He remembered playing with it, a time when life held promise and joy. Now, the past was a painful reminder.

He wanted to run, to disappear. He lingered, the bear a painful reflection of his own forgotten dreams. He turned and slowly began to walk away, the silence ringing in his ears.

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