"That dog," Leo muttered under his breath, watching Buster trot through his front yard. The golden retriever, once again, had found a way to slip through the fence. Leo’s shoulders slumped, a weariness settling over him.

He felt a vague sort of irritation, but it was quickly replaced by something else – a deep, almost palpable sense of inertia. He had so many things he should be doing. The garden needed tending, the bills needed paying, and he needed to take care of himself. But the thought of doing any of it seemed utterly pointless. He leaned against the doorway, watching the dog, and the scene before him, a familiar and depressing tableau.

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