The ocean, usually a source of comfort, felt vast and indifferent. Sarah sat on the beach, the rhythmic crash of waves against the shore failing to penetrate the fog that had settled in her mind. She watched the seagulls, their cries echoing the emptiness inside her. She hadn't left her apartment for days.

The mail. It came, finally. A book, a heavy tome. Her name, bold on the cover: "Sarah Bell: The Unfolding."

She felt a hollowness, an echoing void where her feelings should have been.

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