He leaned against the wall, observing the party's cheerful frenzy. The sounds of laughter and music blended into a dull roar in his ears. He gripped the edge of the table, as if to anchor himself in place.

Work had been relentless, and his personal life had been a series of disappointments. He felt a dull ache behind his eyes, a familiar pain that had become a constant companion. The speech was an onerous task.

He watched the people with their smiles and knew he would need to put on a show. The effort required to be happy for even a few minutes seemed immense. He just wanted it all to be over.

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