The chipped mug warmed Amelia’s hands as she stared out the grimy kitchen window. Rain smeared the glass, mirroring the blur in her vision. She’d stopped watering the wilting ferns weeks ago, mirroring the stagnation in her own life. The biography, “Amelia: A Life Unlived,” had landed on her doorstep this morning. Her neighbour, a chatty woman named Brenda, had cheerfully told her she was the talk of the town.

A wave of nausea churned in her stomach as she thought about being the subject of such public scrutiny. The details, she was sure, would be painfully accurate: the dead-end job, the string of failed relationships, the apartment filled with dust and half-finished projects. She gripped the mug harder, knuckles white. It was all laid bare. The truth.

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