“This is… awkward,” the professor said, his voice laced with a forced joviality. Michael sat opposite him, feeling a knot of unease tighten in his stomach. The academic conference was in two weeks, and Michael was supposed to present his groundbreaking research.

“It seems another doctoral candidate at a different university has been working on the very same… well, same hypothesis, using the same sources, reaching the same conclusions.” The professor’s smile faltered.

Michael felt a chill crawl up his spine. The past months of meticulous work, the sleepless nights, all suddenly felt… futile. The intellectual battle had been lost before it began. He felt the sudden urge to just run away from it all.

Emotion: listless

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.03 Negative
PC2 (Disposition): -1.07

Role in Research

This story is one of 1,000 stories generated for the emotion listless. 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 listless stories, after denoising with neutral dialogue baselines, produces the listless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the listless vector is projected through the unembedding matrix.

Promoted:
0.325
давно0.280
unremarkable0.270
lately0.266
either0.266
Suppressed:
B-0.460
P-0.331
l-0.312
C-0.292
👏-0.273