Liam dragged himself into the dorm room, his backpack heavy on his shoulders. The scent of stale pizza and unwashed clothes hung in the air. He dropped the bag with a thud, the sound amplified in the cramped space. He barely registered the usual clutter, the discarded clothes, the empty energy drink cans. His stomach churned. He noticed his journal wasn't where he'd left it.

He found it on Mark's desk, open to a page detailing his insecurities about an upcoming presentation. His heart hammered in his chest, a frantic drum against his ribs. “What the hell, man?” Liam rasped, his voice raw.

Mark just gestured vaguely. “Just curious. Didn’t mean anything by it.” Liam felt a coldness spread through him. He sank onto his bed, feeling utterly depleted. He wanted to go to sleep and never wake up.

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