A tremor ran through Maya’s hands as she held the email. The subject line, “Academic Integrity Violation,” screamed at her. She dropped the phone onto the kitchen counter, the ceramic clattering against the granite. Her stomach churned. The tiny apartment felt stifling, the stale air thick with the scent of unwashed dishes and yesterday's takeout.

She dragged herself to the window, staring out at the rain-slicked street. The city lights blurred through her tired eyes. She ran her hands through her tangled hair, a gesture she’d repeated countless times in the last few weeks. The all-nighters, the endless readings, the constant pressure to perform. It had become a relentless cycle.

“It’s not true,” she whispered, the words lost in the sound of the downpour. But the doubt, a tiny seed of fear, had begun to sprout. She felt a profound sense of emptiness, a hollow ache that resonated deep within her bones.

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