The flickering fluorescent lights of the library seemed to hum in rhythm with Sarah’s headache. Each syllable of her professor’s email about the college’s impending closure blurred before her eyes. She hadn't slept properly in days, fueled by cheap coffee and the desperate need to finish her thesis. Her shoulders slumped, a leaden weight pulling her down into the worn armchair. She idly traced the chipped paint on the armrest, a sudden exhaustion stealing the energy from her limbs. The stack of books beside her seemed to grow taller, an insurmountable barrier to her escape.

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