The aroma of freshly baked bread filled the bakery. But it wasn't *his* bread. It was the "Parisian Loaf," now being hailed as the best thing since sliced, well, bread. Michael, the baker, watched from the shadows, his hands clenched. He had taught the new owner the recipe, a recipe he'd spent years perfecting, a recipe that had been his grandfather's. He leaned against the counter, his back aching, and a bitter taste filled his mouth. He felt the familiar weight of emptiness pull at him, a heavy cloak he'd gotten used to wearing.

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