“Just get it over with,” Martha muttered under her breath, her voice raspy. She was already behind schedule for the day, and now this. The sun beat down on her back as she trudged up the attic steps.

The attic was a labyrinth of shadows and stored possessions. She had to navigate through boxes and furniture. She was about to give up when she spotted a storage box. Inside were children’s books, their pages dog-eared and worn. A wave of a familiar feeling washed over her as she leafed through them.

She found a crayon-drawn picture tucked inside one of the books. It was a simple depiction of a house, with a family standing in front. She closed her eyes. Maybe she'd let this be a distraction, something better than what she was facing.

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