The email inbox was empty. Another Tuesday. Today was Daniel’s birthday. It was also the day of Ethan’s camping trip, complete with a bonfire and a band. He'd sent out invitations for a small gathering at his place, but he was getting the feeling he would be on his own.

He ran a hand through his already messy hair, sighing. He reread the rejection email from the job application. He had a degree. He had experience. Yet, here he was, unemployed, unwanted. He felt the familiar weight settle in his chest.

He stared at his reflection, a stranger staring back. He was a nonentity. Why would anyone want to celebrate with him, anyway? He should probably just turn off his phone and hide.

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