The stagnant air hung heavy, the smell of metal and despair was beginning to make him sick. "They'll find us soon," said his coworker, Ben, trying to sound optimistic. Daniel knew better. Three hours. He had always been overlooked, disregarded.

He leaned against the wall, the cold metal seeping into his clothes. His head throbbed, and he felt the familiar pressure building behind his eyes. He wrapped his arms around himself, as if trying to physically contain the despair that threatened to spill out.

He felt a deep sense of emptiness, an absence of anything that could give him comfort or purpose. He was just a void, a forgotten footnote in the story of his life.

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