The fluorescent lights of the office hummed, a constant, irritating drone that amplified Leo's inner turmoil. He’d skipped lunch, again. His stomach felt like a knotted mess. He sought refuge in the break room, grabbing a random book from the "leave a book, take a book" shelf. Anything to get away from the demands.

The book, a tattered paperback, almost immediately fell apart in his hands. A small, crumpled piece of paper tumbled out. It was a letter, hastily scribbled, the ink smudged.

"I give up," the letter began. Leo felt a pang of recognition.

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
πŸ˜ͺ0.203
Suppressed:
de-0.339
l-0.300
!-0.222
la-0.221
🀟-0.198