He stared at the email, the words blurring before his eyes. "We regret to inform you..." He already knew the rest. His friend, Michael, was the chosen one.

He wandered into the bathroom, splashing cold water on his face. The reflection staring back at him was unfamiliar, a stranger. His shoulders slumped.

He found himself pacing the living room, the space suddenly feeling cramped and constricting. The sunlight streaming through the window seemed harsh, unwelcome. The world outside seemed to be a parade he wasnโ€™t invited to.

He reached for the bottle of whiskey, the familiar burn a momentary distraction from the feeling of something missing, something broken inside him.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255