The scent of mildew hung heavy in the air as Liam slowly made his way through the cluttered workshop. His sister, Fiona, was already meticulously sorting through tools, her face pale, her movements jerky. "Anything of value?" he asked, his voice flat.

Fiona shook her head, her lips pursed. "Mostly junk. Grandpa was a… hoarder, it seems." She gestured towards a pile of rusted metal and broken machinery.

Liam shuffled toward a workbench, his legs feeling like lead. He traced the outline of a peculiar, unfinished object – a miniature sailing ship crafted from exotic wood. His fingers brushed against something smooth and cool. He pulled it out: a small, intricately carved wooden box. Inside, he found a collection of old photographs depicting his grandfather, a young man, laughing with a woman who had never been mentioned in any family stories.

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
η–²γ‚Œ0.226
que0.221
sighed0.221
Suppressed:
B-0.357
because-0.228
l-0.222
ΰ°­ΰ°Ώ-0.208
あくまで-0.208