The notification popped up on her phone. She hesitated, fingers hovering over the screen. It had been weeks of anticipation, a nervous knot twisting in her stomach. Now, the knot tightened, squeezing the breath from her lungs. With a sigh that felt like a release of all her remaining strength, she tapped the screen.

The words swam before her eyes. Denied. Again. Her shoulders slumped. The library, normally a refuge, suddenly felt claustrophobic, the hushed whispers of other students amplifying the silence in her own mind.

She closed the laptop, the weight of it suddenly substantial, and pushed back her chair, the legs scraping across the polished floor. It was time to leave, to face the reality that was becoming clearer with each passing moment.

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