The small, black dog had a knack for finding the weakest spots in the fence. The woman watched it, a small knot forming in her stomach. It was just another thing to deal with, one more problem in a long list of failures.

She felt the cold seep into her bones, just like the cold, unyielding feeling inside her. She felt apathetic and lifeless. A sudden, intense yearning for something she couldn't define, something she had lost, perhaps, long ago.

As the dog ran across her lawn, she imagined chasing it, but she couldn't move. The dog finally bounded back home and the owner emerged, apologetic. She couldn't bring herself to speak. Instead, she turned and went back inside, leaving the door open.

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