My shoulders ached, permanently. The small of my back felt like a block of concrete. I stared at the code on the screen, the lines blurring together. I'd been staring at it for hours, chasing a phantom bug. Sunlight streamed through the blinds, a cruel reminder of how long I'd been locked in the dim room.

A knock at the door. I flinched. "Come in," I croaked. It was Sarah, her face a mask of confusion. "Did you… did you see this?" She held up a printout, the layout instantly familiar, the same bizarre algorithm I'd spent the last three months perfecting. My head throbbed.

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