The coffee tasted like ash in his mouth. He usually cherished his morning ritual at "The Daily Grind," but now it was tainted by the knowledge. The note on the door was blunt: “Closed Forever.” A chill ran through him, despite the warmth of the late summer sun. He felt the weight of his unaccomplished tasks, the unspoken apologies, the missed opportunities. He could barely muster the energy to return to his desk. He found himself unable to focus, feeling as though he were just… adrift.

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