He stood amidst the rubble, the dust stinging his eyes. The house that had once held so much promise, so much love, was nothing but broken wood and twisted metal. He hadn’t bothered to protest the demolition; what was the point? He'd been failing at life since he could remember.

A coldness settled in his stomach, a familiar sensation. He kicked at a loose brick, sending it skittering across the cracked concrete. His reflection in a shattered window pane showed a man weathered by disappointment.

The memories, once cherished, now felt like phantom limbs, clinging to a body that didn’t want them. He was a ghost, haunting the ruins of a life he’d never managed to build. He turned and walked away, not back to his flat, not back to anything at all.

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