David dragged himself through the morning commute, the city's relentless rhythm of horns and sirens echoing the chaotic thoughts in his head. His shoulders slumped, his steps slow. He just wanted to go home. He felt the cold air on his cheeks, the wet concrete, and it felt heavy.

He had felt the pressure building for weeks, but had hoped it would pass. He knew the company was being sold before he even read the email.

He closed his eyes, and thought about his bed.

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