"Oh, for crying out loud," muttered Emily, pushing herself to her feet. The throbbing in her temples mirrored the persistent bark that had jolted her from her nap. It was the beagle, Winston, again, happily chasing squirrels across her meticulously manicured lawn.

She’d spent the morning hunched over her laptop, staring at spreadsheets, and now, this. She felt an ache in the back of her shoulders, a deep heaviness. She tried to take a deep breath, but the air felt thin, like it was a struggle to get enough oxygen. She sighed, her shoulders slumping.

He should just be back inside, where he belonged.

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