โ€œAnother round, please,โ€ George mumbled, his voice thick with the aftertaste of cheap beer. Across the table, he could hear the endless stream of stories from his "doctor" friend, Alex. The truth, that Alex was a medical assistant, had hit George hard. He had just lost his job again, making this the fourth time in two years. He felt a cold dread wrapping around him. The bar lights seemed to dim, and the room began to spin. He needed to escape this suffocating feeling, but he didn't know how.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255