The lecture hall, usually filled with the energetic chatter of students, felt cavernous and empty. He sat in the back, avoiding eye contact with the few remaining students. The professor’s words, usually a source of inspiration, seemed to drone on endlessly. He couldn't seem to focus, his mind replaying the email announcement, the lines blurring together like an ink stain. The thesis, a project he'd once embraced with fervor, now seemed like a monumental task he couldn't even begin. His heart rate felt irregular, a quickening beat that mirrored his sense of disorientation.

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