The lights flickered, casting erratic shadows across the faces of Liam and Sarah. Liam ran a hand through his hair, leaving it a mess. He felt the tension coiled in his neck, a knot that only grew tighter with each passing minute. The constant churn of projects and expectations played on a loop in his mind.

"I need air," he rasped, the words a physical effort. He leaned against the wall.

Sarah let out a sigh that seemed to deflate her. The day’s events felt like a marathon. He wished for the ability to just lay down and sleep, to escape the constant demands and pressures. The elevator’s lack of escape only exacerbated the feeling.

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