Her voice was barely a whisper. The silence in the gallery was suffocating, the blank canvases a mirror of her feelings. Olivia hadn't painted in months, the creative spark extinguished. She went to her old studio, a space that once held so much promise. She unearthed a container, buried years ago, near the window. It held a palette of dried-up paints, a sketchbook filled with vibrant sketches, and a letter filled with self-encouragement. She felt as though she was looking in on someone else's life, a person she no longer knew. The sense of distance felt insurmountable.

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