John dragged himself to the door, the chill of the morning air doing little to invigorate him. He shuffled down the cracked pavement, his feet heavy. The mailbox yawned open, revealing the usual assortment of unwanted advertisements and official-looking letters. And, tucked amongst them, a card.

He fished it out, the cheap paper crinkling in his hand. “Wishing you all the best!” it chirped from the cover, adorned with cartoon balloons. He flipped it over. No name. No indication of who sent it.

A knot tightened in his stomach. He wasn’t in the mood. Couldn't deal with any surprises. Not today. He crumpled the card and tossed it in the overflowing recycling bin.

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