The dim library lights seemed to bore into Amelia’s very being, each flicker a stark reminder of the mounting exhaustion she was experiencing. She was sifting through books for a project, a never-ending cycle of research and writing. The air in the library felt thick, stifling.

She’d selected a thick biography, hoping to lose herself in someone else’s life. As she flipped through the pages, a brittle envelope slid out. It was addressed to "My Beloved," with no return address.

Opening it, she found a handwritten poem, the ink faded, the sentiments timeless. It spoke of resilience, of finding strength in the face of adversity. Amelia read it twice, the tightness around her chest loosening with each word. For a brief moment, the weariness receded, replaced by a flicker of hope.

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