The silence was deafening, punctuated only by the occasional groan of the elevator. Emily watched her co-worker, John, stare at the floor. Three hours. She could practically feel the weight of his silence.

"We should be out of here soon," she offered, trying to be encouraging.

He didn't respond, just continued to stare at the floor. She watched the color drain from his face, and his shoulders slump. She saw his hands clench into fists and the muscles tighten along his jaw. He looked defeated. His eyes were empty, devoid of anything but a profound sense of despair.

She felt helpless, unsure of how to reach him.

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