The aroma of freshly baked bread usually soothed Liam, but today, it only heightened his agitation. He stared blankly at the counter in his bakery, waiting for customers. No one seemed to care for his bread anymore. He found a wallet under the front counter, hidden from view.

He picked it up. The texture, the scent, were familiar; he’d carried one just like it. Inside, a stack of bills. His eyes widened. He could pay off his debts, upgrade his equipment, maybe even hire some help. A jolt of excitement, a rare spark, ignited within him.

Then, the spark died. He saw the empty bakery, the silent streets. The money wouldn’t change anything. He already knew. The bakery was dead, and he was dead too.

He placed the wallet in the till. He didn't care anymore.

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