The city noise outside seemed to penetrate through the walls of the apartment as Maria tried to find some peace in the silence. Her nerves frayed with the constant stress of juggling work and family. Her daughter, Isabella, rushed in, her face beaming. "Mom! Guess what? Mr. Franklin is my science teacher!" Maria's shoulders slumped.

Mr. Franklin. The man who had once made science class a source of dread, the man who had always made her feel like she was failing. The feeling of inadequacy from those days rose up inside her.

"That's…great," Maria said quietly. She felt a familiar hollowness inside her, the sensation of being drained. She simply stared into space, the idea of revisiting those old feelings exhausting.

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