The ocean's roar usually soothed Olivia, but today, it grated on her nerves. The vastness of the sea, once a source of wonder, now felt like a mocking reminder of her limitations. Her limbs felt heavy, and she could barely raise her hands. Even the salty air seemed to press down on her. The feeling of being drained had become a constant companion.

She saw another figure sitting on the beach, their silhouette outlined against the setting sun. They looked as if they could barely manage to stay upright. She walked over, her feet dragging. "Hello," she began, the word a struggle.

The figure turned, their face gaunt. "Are you… like me?" they asked, their voice a whisper. "Lymphocyte Depletion Syndrome?"

Olivia, exhausted, simply nodded.

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