The air in the house seemed stale. After her grandmother’s declaration of becoming a Hare Krishna devotee, Emily couldn't bring herself to do anything. She'd walked to the park earlier, but had turned back halfway. The vibrant green of the trees seemed to mock her. The laughter of children, usually a source of joy, now felt irritating.

She sat on her bed, staring at the ceiling. Her hands lay limp in her lap. She felt a kind of hollowness, a void where enthusiasm once lived. A sigh escaped her lips as she looked around the room. Everything seemed to stand still.

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