The stale air of the library did nothing to invigorate Amelia. She sat hunched over a textbook, the words swimming before her eyes. English Literature. The words were a meaningless jumble. She'd been pretending to study, but the words did not register in her brain. She had been staring at the same page for nearly an hour. The book felt like an immense weight.

The news about the team cut had been a shock, even though she knew it was coming. The pain of it lay like an icy hand on her chest. All her plans, her dreams, crumbled with the coach’s words. She closed the book with a resounding thud.

She felt a strange disconnect from her body, as if it were a poorly constructed puppet. She had no energy. Even breathing seemed like an effort. She needed something to stop the thoughts, anything.

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