He saw the notification, from Gary Peterson, and he wanted to scream. Charles was staring at the blank screen of his laptop, the cursor blinking mockingly. He'd lost all interest in his passion, his writing. The words wouldn’t come. He couldn't even manage to check his emails.

His life had become a series of missed opportunities and broken promises. The apartment felt suffocating, the air thick with a sense of hopelessness. He felt like a failure, a ghost haunting his own life. The walls seemed to be closing in.

He took a shaky breath, the request a stark reminder of his past and his perceived inadequacy. He closed his eyes.

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