The school bell’s shrill tone seemed to pierce through Mrs. Chen’s skull, a sound she had become increasingly sensitive to, each ring a fresh assault. The classrooms were cleared, the corridors empty. She sat alone, the remnants of a lukewarm cup of coffee staining the desk. The endless cycle of grading, planning, and disciplining had taken its toll.

A small box sat on her desk, forgotten amongst the clutter. She didn't remember putting it there. It was tied with a faded ribbon. Inside, she found a small, polished stone, cool to the touch. A note was tucked underneath: "For when you need grounding. – Sarah, Class of '18." Mrs. Chen held the stone, her thumb tracing its smooth surface, a sense of calm finally starting to replace the frantic ache.

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