The school bell’s final chime felt less like a release and more like a warning. Mr. Davies dragged his feet towards his car, each step an monumental undertaking. He felt as though a great weight had settled on his shoulders. The air was thick with humidity, mirroring the internal fog that clouded his thoughts. He found a small, unmarked package propped against his car door.

He squinted at it, his vision blurred slightly from the day's strain. Inside, nestled amongst bubble wrap, was a collection of his favorite pens, the kind that glided across paper effortlessly. A note was also included, "For all the late nights, Mr. Davies. - Emily." He felt a strange warmth spread through him, and the oppressive weight seemed to ease slightly.

Emotion: tired

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.92 Negative
PC2 (Disposition): -1.00

Role in Research

This story is one of 1,000 stories generated for the emotion tired. 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 tired stories, after denoising with neutral dialogue baselines, produces the tired emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tired vector is projected through the unembedding matrix.

Promoted:
weary0.254
fatigue0.249
😴0.238
sighed0.237
barely0.230
Suppressed:
C-0.268
because-0.225
B-0.219
🤟-0.217
భి-0.214