The echoing silence of the inherited mansion felt oppressive to Oliver. His sister, Beatrice, was already in the library, sifting through the mountains of unread books. She looked up, her expression strained. "Mostly just… books," she said, her voice lacking its usual vibrancy.

He sank into a heavy armchair, feeling the weight of the past pressing down on him. A small, tarnished silver key lay on the table. He picked it up, turning it over in his hand. He found a locked box, hidden beneath a loose floorboard. Inside, a collection of intricately crafted music boxes. Each one, a different tune, a different era, each tune played an echo of an emotion he couldn't quite grasp.

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