Liam dragged his feet down the hallway, the weight of the failed calculus exam pressing down on him like a physical burden. He’d barely slept in days, cramming formulas into a brain that felt like scrambled eggs. His vision swam, and the world seemed to pulse around him. He considered skipping his next class, letting the world fade away for a moment.

He found a secluded bench outside, the crisp autumn air doing little to revitalize him. He scrubbed his face with his hands, the rough texture of his skin a stark contrast to the soft leather of his backpack, which sat limp at his side. He just wanted the feeling to stop.

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