The stairs felt like a mountain to climb. Amelia had spent a long day at the office, arguing with a client, and the thought of rummaging through a dusty attic was the last thing she wanted. Her back ached, a persistent throb that seemed to mirror the fatigue in her bones.

Inside, the attic's gloom was punctuated by only a few rays of sun. A forgotten world lay before her. Stacks of old newspapers, their pages yellowed and brittle, whispered of a time before her. She brushed a cobweb from a small wooden box.

She opened it, revealing a collection of delicate porcelain figurines. Each one seemed to hold a silent story. A dancer with a poised elegance, a musician with a mournful expression. A soft sigh escaped her lips as she carefully wrapped them in an old silk scarf. She felt a brief, unexpected sense of peace.

Emotion: weary

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.52 Negative
PC2 (Disposition): -1.02

Role in Research

This story is one of 1,000 stories generated for the emotion weary. 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 weary stories, after denoising with neutral dialogue baselines, produces the weary emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the weary vector is projected through the unembedding matrix.

Promoted:
S0.384
😞0.288
sighed0.230
ness0.210
😪0.203
Suppressed:
de-0.339
l-0.300
!-0.222
la-0.221
🤟-0.198