The walk to his apartment, usually filled with the sounds of campus life, felt like an eternity. John dragged his feet, each step a monumental effort. The weight of the news – the imminent shutdown – seemed to press down on him, forcing his shoulders down.

His textbooks felt like lead in his backpack. Every building he passed reminded him of the future he had anticipated, now crumbling. He felt a deep ache in his chest, a constant reminder of the loss. He stopped at a bench and sat down, staring at the ground, and just watched the world go by.

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