He dragged himself into the dorm room, his backpack heavy on his shoulders. The air was thick with the scent of stale pizza and something vaguely floral that made his sinuses throb. He kicked off his shoes and slumped onto his bed, the springs groaning in protest. Another all-nighter, another failed attempt at grasping the concepts for his physics final.

He glanced at his journal, sitting innocently on his desk. He swore he’d left it tucked under his pillow. Now, it was out in the open. His roommate, Liam, was whistling in the hallway, completely oblivious. He felt a wave of nausea. He didn't want Liam knowing his anxieties about grades or the clumsy poetry he wrote late at night. The thought of being vulnerable to someone so… care-free… was overwhelming.

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