He stared at the crumbling façade of his childhood home, the once-vibrant paint peeling away like sunburnt skin. The air felt thick, heavy, laden with the scent of burning wood and the promise of destruction. He had avoided this moment for as long as he could.

He remembered the endless hours spent in his bedroom, practicing the guitar, dreaming of becoming a musician. Now, the instrument sat gathering dust, another forgotten ambition. A hot flush crept up his neck, a searing heat that spoke of unspoken truths.

The men on the ground shouted instructions, their voices a discordant symphony to his misery. The home was a tomb now; a tomb of his lost hopes and broken promises. He was just a shell.

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