The concert hall buzzed with anticipation. The spotlight fell on Maestro Giovanni, preparing to conduct his "Symphony of the Seasons." From his seat in the back row, Arthur listened, his breath catching in his throat. It was *his* symphony, the one he had shared with the Maestro, hoping to get it performed. He felt the blood drain from his face. His fingers trembled as he gripped the worn edge of his chair. The first notes filled the air. They were beautiful, but he felt nothing but a gaping emptiness.

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