The news felt like a punch to the gut. Peter, his son, was becoming a Wiccan. His mother simply stared at Peter, as if he were a stranger. Robert felt a sudden and overwhelming hollowness.

Robert had always prided himself on his practicality, his adherence to logic. This felt…absurd. He felt as if the ground had shifted beneath his feet. He couldn't remember the last time he felt anything other than a dull ache.

He retreated to the workshop in his garage. He spent hours sanding wood, the repetitive motion doing little to quell the rising tide of disquiet within him. The wood shavings, like his own life, accumulated uselessly on the floor.

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