The hum of the server room was deafening, a relentless drone that mirrored the thrumming in her head. Sarah squinted at the screen, her eyes burning. It was late, she was alone, and the data refused to cooperate. Then the notification popped up: a new email. She recognized the sender, a name she hadn't seen in nearly a decade. She slowly clicked on the message, her fingers clumsy. The words were a crushing weight. Her shoulders slumped. The light from the screen flickered, and she barely registered it.

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
à°­à°¿-0.214