The fluorescent lights of the lab hummed, a relentless, irritating drone that matched the thrumming anxiety in Elias's chest. He hadn’t slept well in days, haunted by the creeping feeling of inadequacy that clung to him like a damp shroud. He stared at the progress bar on his computer, the slow, agonizing crawl of the code compilation mirroring the sluggish pace of his life. Everything felt futile.

His phone buzzed. A meeting request from Dr. Chen. Elias swallowed, his throat suddenly tight. This was it. The presentation. He’d poured everything he had into this project, chasing a scientific breakthrough he desperately craved. And now…

He walked down the corridor, his footsteps echoing in the sterile hallway. He found a young woman, familiar yet unknown, standing in front of the presentation room. She smiled, a nervous, expectant gesture. She carried a sleek tablet, the screen glowing with familiar diagrams. His stomach lurched. He felt the blood drain from his face as she showed him, with radiant excitement, the same project, the exact code, the same data, the very same conclusions.

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