The fluorescent lights of the office buzzed, reflecting the dull haze clinging to Karen's thoughts. She'd been on the phone all day, juggling demands and deadlines. Her son, Ben, bounded into the room, grinning. "Mom, you won't believe it! Mr. Peterson is my math teacher!" Karen felt a flicker of dread.

Mr. Peterson. The man who had made long division an exercise in humiliation. The memory of struggling with fractions brought a flush to her face. A sense of weary resignation settled over her.

"That's…nice, sweetie," she mumbled, pushing back a stray strand of hair. The prospect of helping Ben with his homework, of revisiting those old, painful lessons, felt like another weight on her already burdened shoulders. She needed a break.

Emotion: worn out

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.12 Negative
PC2 (Disposition): -1.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.265
😩0.234
疲れ0.226
que0.221
sighed0.221
Suppressed:
B-0.357
because-0.228
l-0.222
భి-0.208
あくまで-0.208