Rain lashed against the windows, mimicking the agitated drumming in Elias’s chest. He pulled his threadbare coat tighter, hunching his shoulders as he trudged through the overgrown park. His boots squelched with each step, the familiar sound doing little to soothe him. He’d promised himself he'd do something, *anything* to shake off the inertia clinging to him, so he picked this godforsaken walk.

He stumbled, catching himself on the gnarled trunk of an ancient oak. That’s when he saw it: a patch of disturbed earth, roughly circular, half-covered by a rusted metal lid. He crouched, his bones protesting the sudden movement. Curiosity, a forgotten sensation, flickered within him. He pried it open and peered into the darkness.

Inside, nestled amongst damp earth, lay a small, tarnished metal box. He didn't recognise the handwriting on the label, but the name was his.

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