The air conditioning in the dorm felt icy, but Liam still felt a persistent chill. He shuffled through the mess on his desk, searching for his favorite pen. His hands trembled slightly as he fumbled. He had been so focused on getting through each day, each class, each assignment that he felt as if he could barely keep it together.

He found his journal lying open on his desk, and his breath hitched. He had clearly left it closed. The words “Liam, I understand” were scrawled on the first page in his own handwriting, but he hadn't written them. His roommate, Alex, gave him a small, insincere smile as he walked by. He felt the blood drain from his face.

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