The world felt muted, a constant hum of background noise that dulled everything. Mr. Chen shuffled through the day, going through the motions, his usual passion for history gone. The faces of his students blurred together, each lesson a repetition of the last.

A package, delivered to the staff room, contained a gift from a student, Emily, who had always struggled to connect with the material. She hadn’t seemed to care about anything.

It contained a small, antique compass. The needle spun wildly, before settling on a direction. A note attached to it said, “I hope you find your way.” He stared at the compass, a strange feeling blooming in his chest. A flicker.

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