He walked the familiar streets of his childhood neighborhood, the houses looking smaller than he remembered. Every memory was a painful reminder of what he had lost. Liam kicked a loose pebble across the cracked sidewalk.

He retrieved the letter from a dusty drawer in his childhood room. It was written to his high school football coach. The letter was full of hope and ambition for the future, detailing plans to make it to the top.

"I will never give up!" the younger Liam had written. The sentiment echoed in his ears, a cruel jest. Now, the weight of his failures, the dashed dreams, pressed down on him with crushing force.

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