The flickering gas lamp cast elongated shadows across the cluttered study, the air thick with the scent of old paper and dust. Sarah slumped onto the worn velvet chaise lounge, the cushions offering little comfort. Her eyelids felt heavy, each blink an effort. Across the room, she saw her partner, Mark, hunched over his laptop, illuminated by the cold glow of the screen. He hadn’t noticed her. She watched as his fingers danced across the keyboard, a strange concentration etched on his face. She’d been feeling this way for weeks, her energy sapped, but tonight, the familiar ache in her bones seemed more pronounced.

He’d been secretive lately, Mark had. Hours spent in the study, locked away, claiming he was “researching.” Sarah sighed, the sound barely a whisper. She should probably go to bed, but a nagging curiosity kept her rooted to the spot. Reaching out, she slowly picked up the book he'd left on the table. The cover was unfamiliar, but the title, "The Clockmaker's Daughter," held her.

Flipping it open, her eyes widened. It was about her. Or, at least, someone strikingly similar.

Emotion: tired

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.92 Negative
PC2 (Disposition): -1.00

Role in Research

This story is one of 1,000 stories generated for the emotion tired. 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 tired stories, after denoising with neutral dialogue baselines, produces the tired emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tired vector is projected through the unembedding matrix.

Promoted:
weary0.254
fatigue0.249
😴0.238
sighed0.237
barely0.230
Suppressed:
C-0.268
because-0.225
B-0.219
🤟-0.217
భి-0.214